DataFrame
NO COMPARISON TARGET
79
ROWS
0
DUPLICATES
162.1 kb
RAM
93
FEATURES
35
CATEGORICAL
42
NUMERICAL
16
TEXT
2.1.4
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Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
Unnamed: 0.1
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
79
(100%)
ZEROES:
---
MAX
3,447
95%
3,340
Q3
2,904
AVG
1,708
MEDIAN
1,602
Q1
676
5%
43
MIN
10
RANGE
3,437
IQR
2,228
STD
1,129
VAR
1.3M
KURT.
-1.33
SKEW
0.079
SUM
135k
2
Unnamed: 0
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
79
(100%)
ZEROES:
---
MAX
36,382
95%
22,104
Q3
9,616
AVG
7,697
MEDIAN
5,555
Q1
2,361
5%
429
MIN
31
RANGE
36,351
IQR
7,255
STD
7,638
VAR
58.3M
KURT.
3.69
SKEW
1.83
SUM
608k
3
Name
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
79
(100%)
1
1%
-
-
Sergio Reguilón
1
1%
-
-
Khadim Joher Rassoul
1
1%
-
-
Noë Dussenne
1
1%
-
-
Ahmet Oğuz
1
1%
-
-
Bogdan Mykhaylichenko
1
1%
-
-
Berat Djimsiti
1
1%
-
-
Jimmy Cabot
72
91%
-
-
(Other)
4
Position
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
34
(43%)
12
15%
-
-
D (C)
10
13%
-
-
DM, M (C)
5
6%
-
-
ST (C)
4
5%
-
-
D/WB (R)
4
5%
-
-
D (C), DM
3
4%
-
-
M/AM (C)
3
4%
-
-
AM (C), ST (C)
38
48%
-
-
(Other)
5
Club
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
68
(86%)
4
5%
-
-
Union Berlin
3
4%
-
-
Sassuolo
2
3%
-
-
Aston Villa
2
3%
-
-
Leicester
2
3%
-
-
Trabzonspor
2
3%
-
-
Cádiz
2
3%
-
-
Göztepe
62
78%
-
-
(Other)
6
Division
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
28
(35%)
11
14%
-
-
English Premier Division
9
11%
-
-
Italian Serie A
8
10%
-
-
Turkish Super League
7
9%
-
-
Spanish First Division
5
6%
-
-
Ligue 1 Conforama
5
6%
-
-
Bundesliga
4
5%
-
-
Brazilian National First Division
30
38%
-
-
(Other)
7
Based
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
28
(35%)
11
14%
-
-
England (Premier Division)
9
11%
-
-
Italy (Serie A)
8
10%
-
-
Turkey (Super League)
7
9%
-
-
Spain (First Division)
5
6%
-
-
France (Ligue 1 Conforama)
5
6%
-
-
Germany (Bundesliga)
4
5%
-
-
Brazil (First Division)
30
38%
-
-
(Other)
8
Nation
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
31
(39%)
10
13%
-
-
ESP
9
11%
-
-
BRA
8
10%
-
-
TUR
6
8%
-
-
ENG
4
5%
-
-
POR
4
5%
-
-
GER
3
4%
-
-
BEL
35
44%
-
-
(Other)
9
Height
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
24
(30%)
ZEROES:
---
MAX
201.0
95%
193.0
Q3
186.5
AVG
182.1
MEDIAN
182.0
Q1
178.0
5%
170.9
MIN
164.0
RANGE
37.0
IQR
8.50
STD
6.56
VAR
43.0
KURT.
0.381
SKEW
0.048
SUM
14,387
10
Weight
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
24
(30%)
ZEROES:
---
MAX
91.0
95%
87.0
Q3
80.5
AVG
75.8
MEDIAN
75.0
Q1
71.0
5%
64.0
MIN
61.0
RANGE
30.0
IQR
9.50
STD
6.73
VAR
45.3
KURT.
-0.530
SKEW
0.044
SUM
5,990
11
Age
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
7
(9%)
12
Preferred Foot
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
5
(6%)
13
Best Pos
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
12
(15%)
14
Best Role
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
20
(25%)
15
Value
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
60
(76%)
ZEROES:
---
MAX
42.5M
95%
30.2M
Q3
9.5M
AVG
7.7M
MEDIAN
3.4M
Q1
1.5M
5%
0.5M
MIN
0.1M
RANGE
42.4M
IQR
8.0M
STD
9.9M
VAR
97.4T
KURT.
3.12
SKEW
1.93
SUM
610.5M
16
Wage
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
54
(68%)
ZEROES:
---
MAX
120k
95%
75k
Q3
25k
AVG
21k
MEDIAN
12k
Q1
6k
5%
1k
MIN
1k
RANGE
119k
IQR
18,875
STD
25,184
VAR
634.3M
KURT.
5.62
SKEW
2.32
SUM
1.7M
17
CA
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
39
(49%)
ZEROES:
---
MAX
155.0
95%
148.2
Q3
134.0
AVG
126.4
MEDIAN
125.0
Q1
120.0
5%
105.0
MIN
101.0
RANGE
54.0
IQR
14.0
STD
12.1
VAR
146
KURT.
-0.122
SKEW
0.263
SUM
9,984
18
PA
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
38
(48%)
ZEROES:
---
MAX
181.0
95%
160.7
Q3
145.0
AVG
137.5
MEDIAN
135.0
Q1
130.0
5%
119.7
MIN
111.0
RANGE
70.0
IQR
15.0
STD
13.4
VAR
180
KURT.
0.876
SKEW
0.770
SUM
10,859
19
Wor
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
10
(13%)
20
Vis
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
13
(16%)
ZEROES:
---
MAX
18.0
95%
15.1
Q3
14.0
AVG
11.4
MEDIAN
11.0
Q1
9.0
5%
7.9
MIN
6.0
RANGE
12.0
IQR
5.00
STD
2.70
VAR
7.30
KURT.
-0.512
SKEW
0.184
SUM
903
21
Thr
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
4
(5%)
22
Tec
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
11
(14%)
ZEROES:
---
MAX
17.0
95%
16.0
Q3
14.0
MEDIAN
13.0
AVG
12.6
Q1
11.0
5%
9.0
MIN
7.0
RANGE
10.0
IQR
3.00
STD
2.12
VAR
4.48
KURT.
-0.121
SKEW
-0.188
SUM
994
23
Tea
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
12
(15%)
ZEROES:
---
MAX
18.0
95%
16.0
Q3
14.0
AVG
13.2
MEDIAN
13.0
Q1
12.0
5%
9.0
MIN
7.0
RANGE
11.0
IQR
2.00
STD
2.07
VAR
4.30
KURT.
1.43
SKEW
-0.685
SUM
1,044
24
Tck
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
14
(18%)
ZEROES:
---
MAX
17.0
95%
15.0
Q3
14.0
MEDIAN
12.0
AVG
11.0
Q1
8.0
5%
5.0
MIN
3.0
RANGE
14.0
IQR
6.00
STD
3.31
VAR
11.0
KURT.
-0.775
SKEW
-0.570
SUM
867
25
Str
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
12
(15%)
ZEROES:
---
MAX
18.0
95%
15.0
Q3
14.0
MEDIAN
13.0
AVG
12.0
Q1
10.0
5%
7.0
MIN
6.0
RANGE
12.0
IQR
4.00
STD
2.57
VAR
6.60
KURT.
-0.285
SKEW
-0.480
SUM
949
26
Sta
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
11
(14%)
ZEROES:
---
MAX
18.0
95%
16.0
Q3
14.0
MEDIAN
14.0
AVG
13.4
Q1
13.0
5%
10.9
MIN
8.0
RANGE
10.0
IQR
1.00
STD
1.64
VAR
2.71
KURT.
1.65
SKEW
-0.502
SUM
1,059
27
TRO
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
4
(5%)
28
Ref
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
4
(5%)
29
Pun
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
4
(5%)
30
Pos
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
13
(16%)
ZEROES:
---
MAX
16.0
95%
14.0
Q3
13.0
MEDIAN
11.0
AVG
10.5
Q1
8.0
5%
5.0
MIN
4.0
RANGE
12.0
IQR
5.00
STD
3.10
VAR
9.64
KURT.
-1.08
SKEW
-0.416
SUM
826
31
Pen
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
14
(18%)
ZEROES:
---
MAX
15.0
95%
14.1
Q3
12.0
AVG
9.6
MEDIAN
9.0
Q1
7.0
5%
5.0
MIN
2.0
RANGE
13.0
IQR
5.00
STD
3.16
VAR
9.99
KURT.
-0.786
SKEW
-0.042
SUM
758
32
Pas
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
10
(13%)
33
Pac
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
9
(11%)
34
1v1
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
4
(5%)
35
OtB
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
11
(14%)
ZEROES:
---
MAX
16.0
95%
15.1
Q3
14.0
MEDIAN
12.0
AVG
11.7
Q1
10.0
5%
7.0
MIN
5.0
RANGE
11.0
IQR
4.00
STD
2.63
VAR
6.94
KURT.
-0.631
SKEW
-0.495
SUM
928
36
Nat
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
10
(13%)
37
Mar
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
12
(15%)
ZEROES:
---
MAX
15.0
95%
14.0
Q3
13.0
MEDIAN
11.0
AVG
9.8
Q1
6.0
5%
4.0
MIN
4.0
RANGE
11.0
IQR
7.00
STD
3.58
VAR
12.8
KURT.
-1.47
SKEW
-0.261
SUM
775
38
L Th
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
14
(18%)
ZEROES:
---
MAX
16.0
95%
13.0
Q3
10.0
MEDIAN
8.0
AVG
7.8
Q1
5.0
5%
3.0
MIN
2.0
RANGE
14.0
IQR
5.00
STD
3.38
VAR
11.4
KURT.
-0.566
SKEW
0.328
SUM
616
39
Lon
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
14
(18%)
ZEROES:
---
MAX
16.0
95%
15.0
Q3
13.0
MEDIAN
11.0
AVG
10.6
Q1
8.0
5%
5.0
MIN
3.0
RANGE
13.0
IQR
5.00
STD
3.19
VAR
10.1
KURT.
-0.701
SKEW
-0.357
SUM
834
40
Ldr
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
12
(15%)
ZEROES:
---
MAX
17.0
95%
14.0
Q3
12.5
AVG
10.3
MEDIAN
10.0
Q1
8.0
5%
6.0
MIN
5.0
RANGE
12.0
IQR
4.50
STD
2.90
VAR
8.38
KURT.
-0.779
SKEW
0.007
SUM
817
41
Kic
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
4
(5%)
42
Jum
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
14
(18%)
ZEROES:
---
MAX
19.0
95%
16.0
Q3
13.5
MEDIAN
12.0
AVG
11.4
Q1
9.0
5%
7.0
MIN
2.0
RANGE
17.0
IQR
4.50
STD
3.24
VAR
10.5
KURT.
0.492
SKEW
-0.418
SUM
902
43
Hea
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
13
(16%)
ZEROES:
---
MAX
16.0
95%
15.0
Q3
14.0
MEDIAN
12.0
AVG
11.1
Q1
9.0
5%
5.0
MIN
4.0
RANGE
12.0
IQR
5.00
STD
3.06
VAR
9.34
KURT.
-0.762
SKEW
-0.523
SUM
874
44
Han
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
4
(5%)
45
Fre
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
15
(19%)
ZEROES:
---
MAX
16.0
95%
14.0
Q3
12.0
AVG
9.2
MEDIAN
9.0
Q1
6.0
5%
4.0
MIN
2.0
RANGE
14.0
IQR
6.00
STD
3.32
VAR
11.0
KURT.
-0.798
SKEW
0.080
SUM
725
46
Fla
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
15
(19%)
ZEROES:
---
MAX
18.0
95%
16.0
Q3
14.0
MEDIAN
12.0
AVG
11.0
Q1
8.0
5%
5.9
MIN
1.0
RANGE
17.0
IQR
6.00
STD
3.90
VAR
15.2
KURT.
-0.588
SKEW
-0.339
SUM
870
47
Fir
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
10
(13%)
48
Fin
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
13
(16%)
ZEROES:
---
MAX
16.0
95%
14.0
Q3
12.5
AVG
9.6
MEDIAN
9.0
Q1
7.0
5%
5.0
MIN
4.0
RANGE
12.0
IQR
5.50
STD
3.19
VAR
10.2
KURT.
-1.24
SKEW
0.078
SUM
755
49
Ecc
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
4
(5%)
50
Dri
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
12
(15%)
ZEROES:
---
MAX
16.0
95%
15.0
Q3
13.5
MEDIAN
12.0
AVG
11.4
Q1
9.5
5%
6.9
MIN
5.0
RANGE
11.0
IQR
4.00
STD
2.69
VAR
7.22
KURT.
-0.615
SKEW
-0.356
SUM
903
51
Det
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
11
(14%)
ZEROES:
---
MAX
18.0
95%
16.1
Q3
15.0
AVG
13.4
MEDIAN
13.0
Q1
12.0
5%
10.0
MIN
8.0
RANGE
10.0
IQR
3.00
STD
2.09
VAR
4.37
KURT.
-0.028
SKEW
-0.012
SUM
1,057
52
Dec
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
10
(13%)
53
Cro
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
13
(16%)
ZEROES:
---
MAX
17.0
95%
15.0
Q3
13.0
MEDIAN
11.0
AVG
10.6
Q1
8.0
5%
6.0
MIN
5.0
RANGE
12.0
IQR
5.00
STD
2.79
VAR
7.77
KURT.
-0.797
SKEW
-0.014
SUM
840
54
Cor
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
15
(19%)
ZEROES:
---
MAX
17.0
95%
14.1
Q3
12.0
AVG
9.1
MEDIAN
9.0
Q1
6.0
5%
4.0
MIN
3.0
RANGE
14.0
IQR
6.00
STD
3.56
VAR
12.7
KURT.
-1.01
SKEW
0.197
SUM
718
55
Cnt
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
8
(10%)
56
Cmp
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
9
(11%)
57
Com
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
4
(5%)
58
Cmd
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
4
(5%)
59
Bra
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
13
(16%)
ZEROES:
---
MAX
18.0
95%
16.1
Q3
14.0
MEDIAN
13.0
AVG
12.7
Q1
12.0
5%
8.0
MIN
6.0
RANGE
12.0
IQR
2.00
STD
2.28
VAR
5.18
KURT.
1.04
SKEW
-0.537
SUM
1,005
60
Bal
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
10
(13%)
61
Ant
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
8
(10%)
62
Agi
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
10
(13%)
63
Agg
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
14
(18%)
ZEROES:
---
MAX
18.0
95%
16.0
Q3
14.0
AVG
12.3
MEDIAN
12.0
Q1
11.0
5%
7.0
MIN
5.0
RANGE
13.0
IQR
3.00
STD
2.85
VAR
8.10
KURT.
0.055
SKEW
-0.612
SUM
969
64
Aer
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
3
(4%)
65
Acc
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
10
(13%)
66
country_of_citizenship
VALUES:
64
(81%)
MISSING:
15
(19%)
DISTINCT:
28
(35%)
8
12%
-
-
Spain
8
12%
-
-
Brazil
6
9%
-
-
England
4
6%
-
-
Turkey
4
6%
-
-
Germany
3
5%
-
-
Portugal
3
5%
-
-
Belgium
28
44%
-
-
(Other)
67
Transfermarkt_Name
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
79
(100%)
1
1%
-
-
sergio-reguilon
1
1%
-
-
khadim-joher-rassoul
1
1%
-
-
noe-dussenne
1
1%
-
-
ahmet-oäŸuz
1
1%
-
-
bogdan-mykhaylichenko
1
1%
-
-
berat-djimsiti
1
1%
-
-
jimmy-cabot
72
91%
-
-
(Other)
68
player_id
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
79
(100%)
ZEROES:
---
MAX
644k
95%
420k
Q3
291k
AVG
247k
MEDIAN
225k
Q1
167k
5%
109k
MIN
59k
RANGE
585k
IQR
124k
STD
110k
VAR
12.0B
KURT.
2.69
SKEW
1.32
SUM
19.5M
69
last_season
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
1
(1%)
70
current_club_id
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
61
(77%)
ZEROES:
---
MAX
26,459
95%
8,024
Q3
2,841
AVG
2,239
MEDIAN
762
Q1
248
5%
18
MIN
11
RANGE
26,448
IQR
2,593
STD
3,815
VAR
14.6M
KURT.
20.6
SKEW
3.87
SUM
177k
71
name
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
79
(100%)
1
1%
-
-
sergio-reguilon
1
1%
-
-
khadim-rassoul
1
1%
-
-
noe-dussenne
1
1%
-
-
ahmet-oguz
1
1%
-
-
bogdan-mykhaylichenko
1
1%
-
-
berat-djimsiti
1
1%
-
-
jimmy-cabot
72
91%
-
-
(Other)
72
pretty_name
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
79
(100%)
1
1%
-
-
Sergio Reguilon
1
1%
-
-
Khadim Rassoul
1
1%
-
-
Noe Dussenne
1
1%
-
-
Ahmet Oguz
1
1%
-
-
Bogdan Mykhaylichenko
1
1%
-
-
Berat Djimsiti
1
1%
-
-
Jimmy Cabot
72
91%
-
-
(Other)
73
country_of_birth
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
31
(39%)
10
13%
-
-
Spain
9
11%
-
-
Brazil
7
9%
-
-
England
5
6%
-
-
Germany
4
5%
-
-
France
4
5%
-
-
Belgium
4
5%
-
-
Portugal
36
46%
-
-
(Other)
74
date_of_birth
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
79
(100%)
1
1%
-
-
1996-12-16
1
1%
-
-
1995-12-31
1
1%
-
-
1992-04-07
1
1%
-
-
1993-01-16
1
1%
-
-
1997-03-21
1
1%
-
-
1993-02-19
1
1%
-
-
1994-04-18
72
91%
-
-
(Other)
75
position
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
3
(4%)
76
sub_position
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
10
(13%)
77
foot
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
3
(4%)
78
height_in_cm
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
27
(34%)
ZEROES:
---
MAX
200.0
95%
192.1
Q3
187.0
AVG
182.1
MEDIAN
182.0
Q1
178.0
5%
172.9
MIN
164.0
RANGE
36.0
IQR
9.00
STD
6.63
VAR
43.9
KURT.
0.122
SKEW
0.024
SUM
14,387
79
market_value_in_gbp
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
40
(51%)
ZEROES:
---
MAX
49.5M
95%
36.0M
Q3
10.8M
AVG
9.1M
MEDIAN
4.5M
Q1
2.4M
5%
0.5M
MIN
0.4M
RANGE
49.1M
IQR
8.4M
STD
11.1M
VAR
124.3T
KURT.
3.36
SKEW
1.96
SUM
716.7M
80
highest_market_value_in_gbp
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
43
(54%)
ZEROES:
---
MAX
49.5M
95%
36.0M
Q3
11.2M
AVG
9.9M
MEDIAN
5.4M
Q1
2.6M
5%
0.6M
MIN
0.4M
RANGE
49.1M
IQR
8.6M
STD
11.2M
VAR
124.7T
KURT.
2.87
SKEW
1.82
SUM
779.3M
81
url
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
79
(100%)
1
1%
-
-
https://www.transfermarkt.co.uk/sergio-reguilon/profil/spieler/282429
1
1%
-
-
https://www.transfermarkt.co.uk/khadim-rassoul/profil/spieler/364567
1
1%
-
-
https://www.transfermarkt.co.uk/noe-dussenne/profil/spieler/160736
1
1%
-
-
https://www.transfermarkt.co.uk/ahmet-oguz/profil/spieler/291758
1
1%
-
-
https://www.transfermarkt.co.uk/bogdan-mykhaylichenko/profil/spieler/294730
1
1%
-
-
https://www.transfermarkt.co.uk/berat-djimsiti/profil/spieler/165513
1
1%
-
-
https://www.transfermarkt.co.uk/jimmy-cabot/profil/spieler/206912
72
91%
-
-
(Other)
82
country_of_citizenship_x
VALUES:
15
(19%)
MISSING:
64
(81%)
DISTINCT:
11
(14%)
4
27%
-
-
Turkey
2
13%
-
-
Spain
1
7%
-
-
Russia
1
7%
-
-
Serbia
1
7%
-
-
Netherlands
1
7%
-
-
Argentina
1
7%
-
-
Brazil
4
27%
-
-
(Other)
83
Age_2020
VALUES:
15
(19%)
MISSING:
64
(81%)
DISTINCT:
6
(8%)
84
fm_player_index
VALUES:
15
(19%)
MISSING:
64
(81%)
DISTINCT:
15
(19%)
ZEROES:
---
MAX
75,744
95%
65,062
Q3
45,988
AVG
35,225
MEDIAN
30,998
Q1
21,850
5%
6,982
MIN
252
RANGE
75,492
IQR
24,138
STD
19,916
VAR
396.7M
KURT.
-0.077
SKEW
0.190
SUM
528k
85
country_of_citizenship_y
VALUES:
15
(19%)
MISSING:
64
(81%)
DISTINCT:
11
(14%)
4
27%
-
-
Turkey
2
13%
-
-
Spain
1
7%
-
-
Russia
1
7%
-
-
Serbia
1
7%
-
-
Netherlands
1
7%
-
-
Argentina
1
7%
-
-
Brazil
4
27%
-
-
(Other)
86
value_2022
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
40
(51%)
ZEROES:
---
MAX
49.5M
95%
36.0M
Q3
10.8M
AVG
9.1M
MEDIAN
4.5M
Q1
2.4M
5%
0.5M
MIN
0.4M
RANGE
49.1M
IQR
8.4M
STD
11.1M
VAR
124.3T
KURT.
3.36
SKEW
1.96
SUM
716.7M
87
date
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
38
(48%)
8
10%
-
-
2019-12-12
7
9%
-
-
2019-12-20
6
8%
-
-
2020-01-03
4
5%
-
-
2019-09-12
4
5%
-
-
2019-12-17
4
5%
-
-
2019-12-10
3
4%
-
-
2019-10-02
43
54%
-
-
(Other)
88
market_value
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
40
(51%)
ZEROES:
---
MAX
40.5M
95%
20.0M
Q3
6.0M
AVG
5.2M
MEDIAN
2.2M
Q1
0.9M
5%
0.3M
MIN
0.1M
RANGE
40.4M
IQR
5.1M
STD
7.2M
VAR
52.0T
KURT.
7.15
SKEW
2.42
SUM
412.6M
89
value_2020
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
40
(51%)
ZEROES:
---
MAX
40.5M
95%
20.0M
Q3
6.0M
AVG
5.2M
MEDIAN
2.2M
Q1
0.9M
5%
0.3M
MIN
0.1M
RANGE
40.4M
IQR
5.1M
STD
7.2M
VAR
52.0T
KURT.
7.15
SKEW
2.42
SUM
412.6M
90
value_diff
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
41
(52%)
ZEROES:
---
MAX
31.5M
95%
12.9M
Q3
4.2M
AVG
3.8M
MEDIAN
1.8M
Q1
0.5M
5%
0.1M
MIN
0.0M
RANGE
31.5M
IQR
3.8M
STD
5.6M
VAR
31.5T
KURT.
10.5
SKEW
2.91
SUM
304.1M
91
value_cat
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
2
(3%)
92
pred
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
1
(1%)
93
real
VALUES:
79
(100%)
MISSING:
---
DISTINCT:
1
(1%)
Associations
[Only including dataset "DataFrame"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Unnamed: 0.1
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Ldr
-0.24
Tck
-0.23
current_club_id
0.22
Mar
-0.21
Pos
-0.21
CA
-0.20
Bra
-0.20
Wage
-0.18
Vis
-0.17
Tea
-0.17
Hea
-0.17
Unnamed: 0
0.17
Value
-0.17
market_value_in_gbp
-0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Age_2020
0.68
Best Pos
0.52
Best Role
0.47
Nat
0.43
Pas
0.42
Dec
0.39
Wor
0.38
sub_position
0.38
Fir
0.37
Ant
0.35
Pac
0.35
Bal
0.32
Cmd
0.28
Cmp
0.26
MOST FREQUENT VALUES

1489
1
1.3%
3337
1
1.3%
200
1
1.3%
3322
1
1.3%
2302
1
1.3%
2983
1
1.3%
418
1
1.3%
1560
1
1.3%
2590
1
1.3%
626
1
1.3%
1670
1
1.3%
2400
1
1.3%
1711
1
1.3%
1574
1
1.3%
3280
1
1.3%
SMALLEST VALUES

10
1
1.3%
29
1
1.3%
33
1
1.3%
36
1
1.3%
44
1
1.3%
45
1
1.3%
73
1
1.3%
139
1
1.3%
164
1
1.3%
174
1
1.3%
200
1
1.3%
402
1
1.3%
418
1
1.3%
549
1
1.3%
550
1
1.3%
LARGEST VALUES

3447
1
1.3%
3430
1
1.3%
3389
1
1.3%
3371
1
1.3%
3337
1
1.3%
3336
1
1.3%
3322
1
1.3%
3280
1
1.3%
3237
1
1.3%
3222
1
1.3%
3204
1
1.3%
3190
1
1.3%
3147
1
1.3%
3146
1
1.3%
3145
1
1.3%
Unnamed: 0
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

PA
-0.82
CA
-0.73
Value
-0.52
highest_market_value_in_gbp
-0.51
market_value_in_gbp
-0.49
value_2022
-0.49
market_value
-0.49
value_2020
-0.49
Wage
-0.46
Tec
-0.41
Fin
-0.40
Vis
-0.39
Pen
-0.38
Lon
-0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Ant
0.65
Pas
0.60
Dec
0.57
Fir
0.57
Best Role
0.52
Nat
0.51
Cmp
0.51
Age
0.43
Cnt
0.39
Age_2020
0.39
Agi
0.39
sub_position
0.38
Pac
0.37
Acc
0.33
MOST FREQUENT VALUES

495
1
1.3%
21009
1
1.3%
21634
1
1.3%
13518
1
1.3%
5555
1
1.3%
2464
1
1.3%
8168
1
1.3%
7621
1
1.3%
199
1
1.3%
831
1
1.3%
9203
1
1.3%
2384
1
1.3%
12259
1
1.3%
6963
1
1.3%
12793
1
1.3%
SMALLEST VALUES

31
1
1.3%
148
1
1.3%
199
1
1.3%
212
1
1.3%
453
1
1.3%
495
1
1.3%
658
1
1.3%
831
1
1.3%
834
1
1.3%
850
1
1.3%
866
1
1.3%
1039
1
1.3%
1043
1
1.3%
1266
1
1.3%
1793
1
1.3%
LARGEST VALUES

36382
1
1.3%
33885
1
1.3%
29884
1
1.3%
26330
1
1.3%
21634
1
1.3%
21009
1
1.3%
19597
1
1.3%
17970
1
1.3%
15872
1
1.3%
15452
1
1.3%
15012
1
1.3%
14127
1
1.3%
13541
1
1.3%
13518
1
1.3%
12793
1
1.3%
Name
MISSING:
---
1
1%
-
-
Sergio Reguilón
1
1%
-
-
Khadim Joher Rassoul
1
1%
-
-
Noë Dussenne
1
1%
-
-
Ahmet Oğuz
1
1%
-
-
Bogdan Mykhaylichenko
1
1%
-
-
Berat Djimsiti
1
1%
-
-
Jimmy Cabot
1
1%
-
-
Gerard Gumbau
1
1%
-
-
Patrik Schick
1
1%
-
-
Mason Holgate
1
1%
-
-
Joseph Attamah
1
1%
-
-
Silvan Hefti
1
1%
-
-
Marcus Ingvartsen
1
1%
-
-
Aitor Ruibal
1
1%
-
-
Elba Rashani
1
1%
-
-
Kamil Ahmet Çörekçi
1
1%
-
-
Silvan Widmer
1
1%
-
-
Gérson
1
1%
-
-
Raphinha
1
1%
-
-
Lucas Torró
1
1%
-
-
Fredrik Aursnes
1
1%
-
-
Hakan Çalhanoglu
1
1%
-
-
Gonçalo Guedes
1
1%
-
-
Dan Burn
1
1%
-
-
Grischa Prömel
1
1%
-
-
Hamari Traoré
1
1%
-
-
Wendel
1
1%
-
-
Sergiy Myakushko
1
1%
-
-
Emre Akbaba
1
1%
-
-
Youri Tielemans
1
1%
-
-
Patrick
1
1%
-
-
Jonathan Clauss
1
1%
-
-
Abdelhamid Sabiri
1
1%
-
-
Fali
1
1%
-
-
Falaye Sacko
1
1%
-
-
Rodrigo De Paul
1
1%
-
-
Miguel Cardoso
1
1%
-
-
Carlos Fernández
1
1%
-
-
Federico Ceccherini
1
1%
-
-
Rubén García
1
1%
-
-
Gernot Trauner
1
1%
-
-
Marvin Friedrich
1
1%
-
-
Nino Galovic
1
1%
-
-
Connor Goldson
1
1%
-
-
Cédric Hountondji
1
1%
-
-
Trezeguet
1
1%
-
-
Mohamed Elneny
1
1%
-
-
Mitchell Paulissen
1
1%
-
-
Raúl De Tomás
1
1%
-
-
Filip Djuricic
1
1%
-
-
Aleksandar Pesic
1
1%
-
-
Leandro Silva
1
1%
-
-
Kortney Hause
1
1%
-
-
Dmitry Skopintsev
1
1%
-
-
Tino Kadewere
1
1%
-
-
Andreas Bouchalakis
1
1%
-
-
Pawel Dawidowicz
1
1%
-
-
Andreas Cornelius
1
1%
-
-
Emi Buendía
1
1%
-
-
André Ramalho
19
24%
-
-
(Other)
Position
MISSING:
---
12
15%
-
-
D (C)
10
13%
-
-
DM, M (C)
5
6%
-
-
ST (C)
4
5%
-
-
D/WB (R)
4
5%
-
-
D (C), DM
3
4%
-
-
M/AM (C)
3
4%
-
-
AM (C), ST (C)
3
4%
-
-
D (LC)
3
4%
-
-
M/AM (RLC)
3
4%
-
-
M/AM (RL)
3
4%
-
-
D (RC)
2
3%
-
-
D/WB (L)
2
3%
-
-
M (R), AM (RL)
2
3%
-
-
M (L), AM (RL)
1
1%
-
-
D (RC), DM, M (C)
1
1%
-
-
M/AM (R)
1
1%
-
-
WB (R), M/AM (RL)
1
1%
-
-
AM (RC), ST (C)
1
1%
-
-
M (LC), AM (RLC)
1
1%
-
-
D/WB/M/AM (R)
1
1%
-
-
M (L), AM (LC)
1
1%
-
-
M (C), AM (RLC), ST (C)
1
1%
-
-
DM, M/AM (LC)
1
1%
-
-
AM (RL)
1
1%
-
-
D/WB/M (L)
1
1%
-
-
D (RLC)
1
1%
-
-
AM (R), ST (C)
1
1%
-
-
M (R), AM (RC)
1
1%
-
-
D/WB/M (R)
1
1%
-
-
M (RC), AM (RLC)
1
1%
-
-
D (C), DM, M (C)
1
1%
-
-
AM (RLC), ST (C)
1
1%
-
-
M/AM (RC)
1
1%
-
-
M/AM (RL), ST (C)
Club
MISSING:
---
4
5%
-
-
Union Berlin
3
4%
-
-
Sassuolo
2
3%
-
-
Aston Villa
2
3%
-
-
Leicester
2
3%
-
-
Trabzonspor
2
3%
-
-
Cádiz
2
3%
-
-
Göztepe
2
3%
-
-
Osasuna
1
1%
-
-
St. Gallen
1
1%
-
-
Real Betis
1
1%
-
-
Everton
1
1%
-
-
Standard
1
1%
-
-
Bld. Erzurumspor
1
1%
-
-
Adana D.S.
1
1%
-
-
Bayer 04
1
1%
-
-
Girona
1
1%
-
-
Angers SCO
1
1%
-
-
Atalanta
1
1%
-
-
Zorya
1
1%
-
-
Sivasspor
1
1%
-
-
Kayserispor
1
1%
-
-
Leeds
1
1%
-
-
Flamengo
1
1%
-
-
Internacional
1
1%
-
-
Real Sociedad
1
1%
-
-
Tambov
1
1%
-
-
Udinese
1
1%
-
-
Vit. Guimarães
1
1%
-
-
SC Paderborn
1
1%
-
-
RC Lens
1
1%
-
-
Milan
1
1%
-
-
Galatasaray
1
1%
-
-
Alcorcón
1
1%
-
-
Zenit
1
1%
-
-
Rennes
1
1%
-
-
Brighton
1
1%
-
-
Basel
1
1%
-
-
Tottenham
1
1%
-
-
Fiorentina
1
1%
-
-
Molde
1
1%
-
-
Parma
1
1%
-
-
Verona
1
1%
-
-
Olympiakos
1
1%
-
-
OL
1
1%
-
-
Dinamo Moscow
1
1%
-
-
Académica
1
1%
-
-
Espanyol
1
1%
-
-
SC Cambuur
1
1%
-
-
Arsenal
1
1%
-
-
Clermont
1
1%
-
-
Rangers
1
1%
-
-
Rijeka
1
1%
-
-
Norwich
1
1%
-
-
Seoul
1
1%
-
-
FC RB Salzburg
1
1%
-
-
Grêmio
1
1%
-
-
LOSC
1
1%
-
-
EC Bahia
1
1%
-
-
Elche
1
1%
-
-
PAR
8
10%
-
-
(Other)
Division
MISSING:
---
11
14%
-
-
English Premier Division
9
11%
-
-
Italian Serie A
8
10%
-
-
Turkish Super League
7
9%
-
-
Spanish First Division
5
6%
-
-
Ligue 1 Conforama
5
6%
-
-
Bundesliga
4
5%
-
-
Brazilian National First Division
3
4%
-
-
Russian Premier League
3
4%
-
-
Spanish Second Division
2
3%
-
-
Turkish 1. League
2
3%
-
-
Belgian Pro League A
2
3%
-
-
Swiss Super League
2
3%
-
-
Portuguese Premier League
2
3%
-
-
Austrian Premier Division
1
1%
-
-
Ukrainian Premier League
1
1%
-
-
Norwegian Premier Division
1
1%
-
-
Eredivisie
1
1%
-
-
Hana 1Q K LEAGUE 1
1
1%
-
-
Portugal Championship - Group B
1
1%
-
-
Argentine Premier Division
1
1%
-
-
Sky Bet Championship
1
1%
-
-
Croatian First League
1
1%
-
-
Ladbrokes Premiership
1
1%
-
-
Domino's Ligue 2
1
1%
-
-
Keuken Kampioen Divisie
1
1%
-
-
Brazilian National Second Division
1
1%
-
-
Greek Super League 1
1
1%
-
-
Bundesliga 2
Based
MISSING:
---
11
14%
-
-
England (Premier Division)
9
11%
-
-
Italy (Serie A)
8
10%
-
-
Turkey (Super League)
7
9%
-
-
Spain (First Division)
5
6%
-
-
France (Ligue 1 Conforama)
5
6%
-
-
Germany (Bundesliga)
4
5%
-
-
Brazil (First Division)
3
4%
-
-
Russia (Premier League)
3
4%
-
-
Spain (Second Division)
2
3%
-
-
Turkey (1. League)
2
3%
-
-
Belgium (Pro League A)
2
3%
-
-
Switzerland (Super League)
2
3%
-
-
Portugal (Premier League)
2
3%
-
-
Austria (Premier Division)
1
1%
-
-
Ukraine (Premier League)
1
1%
-
-
Norway (Premier Division)
1
1%
-
-
Holland (Eredivisie)
1
1%
-
-
South Korea (K LEAGUE 1)
1
1%
-
-
Portugal (PT Championship B)
1
1%
-
-
Argentina (Premier Division)
1
1%
-
-
England (Sky Bet Championship)
1
1%
-
-
Croatia (First League)
1
1%
-
-
Scotland (Ladbrokes Premiership)
1
1%
-
-
France (Domino's Ligue 2)
1
1%
-
-
Holland (Keuken Kampioen Divisie)
1
1%
-
-
Brazil (Second Division)
1
1%
-
-
Greece (Super League)
1
1%
-
-
Germany (Bundesliga 2)
Nation
MISSING:
---
10
13%
-
-
ESP
9
11%
-
-
BRA
8
10%
-
-
TUR
6
8%
-
-
ENG
4
5%
-
-
POR
4
5%
-
-
GER
3
4%
-
-
BEL
2
3%
-
-
UKR
2
3%
-
-
FRA
2
3%
-
-
SUI
2
3%
-
-
GHA
2
3%
-
-
ITA
2
3%
-
-
ARG
2
3%
-
-
MLI
2
3%
-
-
DEN
2
3%
-
-
EGY
2
3%
-
-
NED
2
3%
-
-
SRB
1
1%
-
-
KVX
1
1%
-
-
ALB
1
1%
-
-
POL
1
1%
-
-
CZE
1
1%
-
-
SEN
1
1%
-
-
BEN
1
1%
-
-
GRE
1
1%
-
-
CRO
1
1%
-
-
IRN
1
1%
-
-
ZIM
1
1%
-
-
RUS
1
1%
-
-
AUT
1
1%
-
-
NOR
Height
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

height_in_cm
0.94
Jum
0.89
Weight
0.75
Hea
0.74
Str
0.65
Dri
-0.56
Fla
-0.50
Cro
-0.48
Cor
-0.46
Tea
0.39
Fre
-0.38
Mar
0.37
fm_player_index
-0.37
Lon
-0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.75
sub_position
0.68
Best Pos
0.68
Agi
0.67
Acc
0.63
Ant
0.48
Pac
0.44
Age
0.43
Dec
0.41
Fir
0.40
Bal
0.40
Age_2020
0.36
Pas
0.35
position
0.29
MOST FREQUENT VALUES

176
8
10.1%
180
8
10.1%
183
8
10.1%
187
6
7.6%
179
5
6.3%
186
5
6.3%
182
5
6.3%
178
4
5.1%
190
3
3.8%
170
3
3.8%
191
3
3.8%
185
3
3.8%
181
3
3.8%
173
3
3.8%
189
2
2.5%
SMALLEST VALUES

164
1
1.3%
170
3
3.8%
171
1
1.3%
173
3
3.8%
175
1
1.3%
176
8
10.1%
178
4
5.1%
179
5
6.3%
180
8
10.1%
181
3
3.8%
182
5
6.3%
183
8
10.1%
184
1
1.3%
185
3
3.8%
186
5
6.3%
LARGEST VALUES

201
1
1.3%
195
1
1.3%
194
1
1.3%
193
2
2.5%
191
3
3.8%
190
3
3.8%
189
2
2.5%
188
1
1.3%
187
6
7.6%
186
5
6.3%
185
3
3.8%
184
1
1.3%
183
8
10.1%
182
5
6.3%
181
3
3.8%
Weight
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Height
0.75
Hea
0.70
Str
0.70
height_in_cm
0.69
Jum
0.67
Fla
-0.58
Cor
-0.55
Dri
-0.54
Cro
-0.52
Fre
-0.43
Mar
0.43
Tea
0.43
Tec
-0.42
OtB
-0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.72
Agi
0.64
Best Pos
0.64
Acc
0.61
sub_position
0.60
Pac
0.49
Age
0.44
Pas
0.42
Ant
0.42
Fir
0.42
Wor
0.40
Bal
0.37
Age_2020
0.36
Dec
0.34
MOST FREQUENT VALUES

80
10
12.7%
72
7
8.9%
71
6
7.6%
81
5
6.3%
83
5
6.3%
77
5
6.3%
64
4
5.1%
75
4
5.1%
69
4
5.1%
74
4
5.1%
70
3
3.8%
67
3
3.8%
73
2
2.5%
78
2
2.5%
79
2
2.5%
SMALLEST VALUES

61
1
1.3%
64
4
5.1%
65
1
1.3%
67
3
3.8%
68
1
1.3%
69
4
5.1%
70
3
3.8%
71
6
7.6%
72
7
8.9%
73
2
2.5%
74
4
5.1%
75
4
5.1%
77
5
6.3%
78
2
2.5%
79
2
2.5%
LARGEST VALUES

91
1
1.3%
90
2
2.5%
87
2
2.5%
85
1
1.3%
84
2
2.5%
83
5
6.3%
82
2
2.5%
81
5
6.3%
80
10
12.7%
79
2
2.5%
78
2
2.5%
77
5
6.3%
75
4
5.1%
74
4
5.1%
73
2
2.5%
Age
MISSING:
---
TOP CATEGORIES

26
19
24%
24
14
18%
25
12
15%
22
11
14%
23
11
14%
27
10
13%
21
2
3%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Age
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Age_2020
0.32
Best Role
0.24
Best Pos
0.23
sub_position
0.22
Pas
0.21
Fir
0.20
Ant
0.19
Dec
0.19
Agi
0.19
Wor
0.18

THESE FEATURES
GIVE INFORMATION
ON Age:

Best Role
0.35
Best Pos
0.28
sub_position
0.26
Fir
0.22
Pas
0.21
Agi
0.21
Wor
0.20
Dec
0.19
Nat
0.18
Ant
0.18
Cmp
0.17
Bal
0.17
Acc
0.17
Pac
0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Age
CORRELATION RATIO WITH...

PA
0.52
market_value
0.50
value_2020
0.50
highest_market_value_in_gbp
0.48
player_id
0.48
market_value_in_gbp
0.48
value_2022
0.48
Weight
0.44
Unnamed: 0
0.43
Lon
0.43
Value
0.43
Height
0.43
Hea
0.41
Cro
0.41
Preferred Foot
MISSING:
---
TOP CATEGORIES

Right
48
61%
Left
20
25%
Right Only
6
8%
Left Only
3
4%
Either
2
3%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Preferred Foot
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
foot
0.68
Age_2020
0.16
Dec
0.14
Wor
0.13
sub_position
0.13
position
0.13
Pas
0.13
Best Role
0.13
Best Pos
0.12
Cnt
0.12

THESE FEATURES
GIVE INFORMATION
ON Preferred Foot:

foot
0.49
Best Role
0.32
sub_position
0.27
Best Pos
0.26
Wor
0.25
Dec
0.24
Pas
0.23
Fir
0.22
Cnt
0.21
Cmp
0.21
Pac
0.21
Nat
0.20
Bal
0.20
Acc
0.17

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Preferred Foot
CORRELATION RATIO WITH...

Fin
0.49
Agg
0.39
Mar
0.37
Pos
0.36
Tck
0.35
Bra
0.34
fm_player_index
0.33
Cro
0.32
Cor
0.32
Tec
0.32
Dri
0.32
OtB
0.31
Fla
0.31
Fre
0.30
Best Pos
MISSING:
---
TOP CATEGORIES

D (C)
19
24%
M (C)
11
14%
AM (R)
9
11%
ST (C)
8
10%
D (R)
8
10%
AM (C)
6
8%
DM
6
8%
AM (L)
5
6%
D (L)
3
4%
M (L)
2
3%
WB (L)
1
1%
M (R)
1
1%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Best Pos
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
position
0.71
Best Role
0.67
sub_position
0.67
Age_2020
0.46
Fir
0.36
Pas
0.33
Cnt
0.32
Pac
0.32
Ant
0.31
Cmp
0.30

THESE FEATURES
GIVE INFORMATION
ON Best Pos:

Best Role
0.82
sub_position
0.65
position
0.34
Fir
0.33
Pas
0.28
Agi
0.28
Acc
0.27
Wor
0.26
Cmp
0.26
Cnt
0.26
Pac
0.25
Ant
0.24
Dec
0.23
Age
0.23

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Pos
CORRELATION RATIO WITH...

Mar
0.92
Pos
0.89
Tck
0.86
Fin
0.85
Dri
0.81
Hea
0.80
Cor
0.80
Lon
0.77
Str
0.76
Fla
0.76
L Th
0.75
Fre
0.75
OtB
0.75
Jum
0.75
Best Role
MISSING:
---
TOP CATEGORIES

CD
11
14%
IW
10
13%
AP
7
9%
BWM
6
8%
W
6
8%
BPD
5
6%
FB
5
6%
WB
5
6%
AF
5
6%
DLP
5
6%
NCB
3
4%
BBM
2
3%
AM
2
3%
TM
1
1%
DW
1
1%
IWB
1
1%
PF
1
1%
(Other)
3
4%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Best Role
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Pos
0.82
position
0.70
sub_position
0.68
Fir
0.50
Pas
0.47
Agi
0.46
Acc
0.44
Dec
0.42
Pac
0.42
Cnt
0.41

THESE FEATURES
GIVE INFORMATION
ON Best Role:

Best Pos
0.67
sub_position
0.54
Fir
0.38
Agi
0.35
Pas
0.33
Acc
0.33
Dec
0.29
Cmp
0.29
Bal
0.28
Wor
0.28
Pac
0.28
Cnt
0.28
position
0.27
Ant
0.25

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Best Role
CORRELATION RATIO WITH...

Mar
0.94
Pos
0.93
Tck
0.89
Fin
0.88
Fla
0.88
Dri
0.86
Lon
0.83
Fre
0.83
Hea
0.82
OtB
0.82
Cor
0.82
Str
0.81
Tec
0.80
Vis
0.79
Value
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Wage
0.87
highest_market_value_in_gbp
0.85
market_value_in_gbp
0.85
value_2022
0.85
CA
0.84
PA
0.84
market_value
0.83
value_2020
0.83
value_diff
0.62
Tec
0.55
Vis
0.54
Unnamed: 0
-0.52
Pen
0.51
OtB
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Fir
0.73
Pas
0.65
Best Role
0.55
Agi
0.54
Cmp
0.53
Age_2020
0.50
Dec
0.48
Age
0.43
Ant
0.42
sub_position
0.41
Nat
0.38
Best Pos
0.37
Pac
0.37
Acc
0.35
MOST FREQUENT VALUES

1500000
4
5.1%
6000000
3
3.8%
1900000
3
3.8%
9500000
2
2.5%
4400000
2
2.5%
1200000
2
2.5%
2200000
2
2.5%
725000
2
2.5%
6500000
2
2.5%
22500000
2
2.5%
475000
2
2.5%
3400000
2
2.5%
10000000
2
2.5%
8000000
2
2.5%
2700000
2
2.5%
SMALLEST VALUES

100000
1
1.3%
225000
1
1.3%
400000
1
1.3%
450000
1
1.3%
475000
2
2.5%
500000
1
1.3%
525000
1
1.3%
550000
1
1.3%
575000
1
1.3%
725000
2
2.5%
850000
1
1.3%
1000000
1
1.3%
1200000
2
2.5%
1300000
1
1.3%
1500000
4
5.1%
LARGEST VALUES

42500000
1
1.3%
38500000
1
1.3%
37000000
1
1.3%
32000000
1
1.3%
30000000
1
1.3%
29500000
1
1.3%
26500000
1
1.3%
22500000
2
2.5%
21500000
1
1.3%
19000000
1
1.3%
18000000
1
1.3%
17250000
1
1.3%
13250000
1
1.3%
11250000
1
1.3%
10750000
1
1.3%
Wage
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Value
0.87
market_value
0.79
value_2020
0.79
highest_market_value_in_gbp
0.76
PA
0.75
market_value_in_gbp
0.75
value_2022
0.75
CA
0.71
value_diff
0.47
Unnamed: 0
-0.46
Pen
0.45
Vis
0.44
Tec
0.44
OtB
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Pas
0.62
Fir
0.61
Best Role
0.53
Cmp
0.46
Agi
0.45
Pac
0.43
Dec
0.42
Best Pos
0.41
Age
0.41
Age_2020
0.39
sub_position
0.37
Ant
0.36
Acc
0.35
Cnt
0.35
MOST FREQUENT VALUES

25000
4
5.1%
21500
3
3.8%
120000
2
2.5%
12250
2
2.5%
28000
2
2.5%
5750
2
2.5%
13750
2
2.5%
8500
2
2.5%
9250
2
2.5%
1300
2
2.5%
4900
2
2.5%
75000
2
2.5%
6000
2
2.5%
34500
2
2.5%
18500
2
2.5%
SMALLEST VALUES

575
1
1.3%
650
1
1.3%
725
1
1.3%
750
1
1.3%
1300
2
2.5%
2100
1
1.3%
2400
1
1.3%
2700
1
1.3%
2800
1
1.3%
2900
1
1.3%
3200
1
1.3%
3500
1
1.3%
4300
1
1.3%
4900
2
2.5%
5750
2
2.5%
LARGEST VALUES

120000
2
2.5%
95000
1
1.3%
77000
1
1.3%
75000
2
2.5%
65000
1
1.3%
55000
1
1.3%
50000
2
2.5%
40000
1
1.3%
34500
2
2.5%
30500
1
1.3%
30000
1
1.3%
28000
2
2.5%
25000
4
5.1%
24500
2
2.5%
21500
3
3.8%
CA
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

PA
0.86
Value
0.84
highest_market_value_in_gbp
0.80
market_value_in_gbp
0.79
value_2022
0.79
market_value
0.77
value_2020
0.77
Unnamed: 0
-0.73
Wage
0.71
Vis
0.64
Tec
0.60
value_diff
0.57
Pen
0.55
Fin
0.49

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Fir
0.71
Pas
0.70
Cmp
0.64
Ant
0.61
Best Role
0.54
Dec
0.53
Agi
0.46
Age_2020
0.45
sub_position
0.41
Nat
0.40
Pac
0.40
Age
0.39
Best Pos
0.38
Cnt
0.37
MOST FREQUENT VALUES

120
6
7.6%
122
6
7.6%
119
4
5.1%
123
4
5.1%
125
4
5.1%
118
3
3.8%
132
3
3.8%
110
3
3.8%
128
3
3.8%
105
3
3.8%
134
3
3.8%
126
2
2.5%
138
2
2.5%
124
2
2.5%
139
2
2.5%
SMALLEST VALUES

101
1
1.3%
104
1
1.3%
105
3
3.8%
107
1
1.3%
110
3
3.8%
111
1
1.3%
113
1
1.3%
116
1
1.3%
118
3
3.8%
119
4
5.1%
120
6
7.6%
121
2
2.5%
122
6
7.6%
123
4
5.1%
124
2
2.5%
LARGEST VALUES

155
1
1.3%
154
1
1.3%
151
1
1.3%
150
1
1.3%
148
1
1.3%
145
2
2.5%
144
1
1.3%
143
1
1.3%
142
1
1.3%
140
2
2.5%
139
2
2.5%
138
2
2.5%
136
1
1.3%
135
1
1.3%
134
3
3.8%
PA
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

CA
0.86
Value
0.84
Unnamed: 0
-0.82
highest_market_value_in_gbp
0.81
market_value_in_gbp
0.80
value_2022
0.80
market_value
0.77
value_2020
0.77
Wage
0.75
value_diff
0.60
Tec
0.57
Vis
0.54
Pen
0.48
Lon
0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Fir
0.71
Pas
0.65
Age_2020
0.56
Ant
0.53
Age
0.52
Best Role
0.52
Agi
0.49
Dec
0.48
Cmp
0.47
sub_position
0.42
Pac
0.39
Nat
0.37
Cnt
0.36
Acc
0.34
MOST FREQUENT VALUES

130
6
7.6%
145
6
7.6%
135
5
6.3%
125
5
6.3%
155
4
5.1%
136
4
5.1%
132
3
3.8%
140
3
3.8%
120
3
3.8%
138
3
3.8%
131
3
3.8%
137
2
2.5%
127
2
2.5%
133
2
2.5%
152
2
2.5%
SMALLEST VALUES

111
1
1.3%
113
1
1.3%
115
1
1.3%
117
1
1.3%
120
3
3.8%
122
1
1.3%
124
1
1.3%
125
5
6.3%
126
1
1.3%
127
2
2.5%
128
1
1.3%
129
1
1.3%
130
6
7.6%
131
3
3.8%
132
3
3.8%
LARGEST VALUES

181
1
1.3%
170
1
1.3%
168
1
1.3%
167
1
1.3%
160
2
2.5%
157
1
1.3%
155
4
5.1%
152
2
2.5%
150
1
1.3%
147
1
1.3%
146
1
1.3%
145
6
7.6%
144
1
1.3%
142
1
1.3%
141
1
1.3%
Wor
MISSING:
---
TOP CATEGORIES

14
19
24%
13
17
22%
12
11
14%
16
9
11%
15
9
11%
11
5
6%
10
4
5%
17
2
3%
9
2
3%
18
1
1%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Wor
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Age_2020
0.36
Best Role
0.28
Best Pos
0.26
Cnt
0.26
Preferred Foot
0.25
Bal
0.25
Dec
0.24
Agi
0.23
Pas
0.23
Pac
0.23

THESE FEATURES
GIVE INFORMATION
ON Wor:

Best Role
0.38
Best Pos
0.29
Bal
0.25
Cnt
0.24
Agi
0.23
Dec
0.23
Acc
0.23
sub_position
0.22
Pas
0.22
Fir
0.21
Pac
0.20
Cmp
0.20
Nat
0.20
Age
0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Wor
CORRELATION RATIO WITH...

current_club_id
0.68
Tea
0.64
Sta
0.63
Agg
0.59
fm_player_index
0.48
Mar
0.47
player_id
0.47
Tck
0.45
Pos
0.45
Bra
0.41
Jum
0.41
Str
0.41
Weight
0.40
Fla
0.39
Vis
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Tec
0.76
Lon
0.71
Cor
0.70
OtB
0.68
Fre
0.66
Pen
0.66
Fin
0.64
CA
0.64
Dri
0.61
Fla
0.61
Cro
0.55
Value
0.54
highest_market_value_in_gbp
0.54
PA
0.54

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Pas
0.83
Fir
0.81
Best Role
0.79
sub_position
0.72
Best Pos
0.67
position
0.65
Cmp
0.58
Dec
0.50
Agi
0.50
Bal
0.40
Age_2020
0.39
Age
0.38
Acc
0.37
Ant
0.34
MOST FREQUENT VALUES

10
12
15.2%
9
12
15.2%
11
11
13.9%
14
11
13.9%
12
7
8.9%
15
7
8.9%
13
6
7.6%
8
5
6.3%
6
3
3.8%
17
2
2.5%
7
1
1.3%
18
1
1.3%
16
1
1.3%
SMALLEST VALUES

6
3
3.8%
7
1
1.3%
8
5
6.3%
9
12
15.2%
10
12
15.2%
11
11
13.9%
12
7
8.9%
13
6
7.6%
14
11
13.9%
15
7
8.9%
16
1
1.3%
17
2
2.5%
18
1
1.3%
LARGEST VALUES

18
1
1.3%
17
2
2.5%
16
1
1.3%
15
7
8.9%
14
11
13.9%
13
6
7.6%
12
7
8.9%
11
11
13.9%
10
12
15.2%
9
12
15.2%
8
5
6.3%
7
1
1.3%
6
3
3.8%
Thr
MISSING:
---
TOP CATEGORIES

1
27
34%
2
26
33%
3
23
29%
4
3
4%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Thr
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Age_2020
0.16
Pac
0.13
Best Role
0.13
Dec
0.12
Pas
0.12
foot
0.11
sub_position
0.10
Preferred Foot
0.10
Nat
0.10
Best Pos
0.09

THESE FEATURES
GIVE INFORMATION
ON Thr:

Best Role
0.28
Pac
0.20
Dec
0.19
sub_position
0.18
Pas
0.18
Best Pos
0.17
Nat
0.15
Wor
0.14
Fir
0.14
Agi
0.13
Cmp
0.12
Cnt
0.11
Ant
0.11
Age
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Thr
CORRELATION RATIO WITH...

Cor
0.37
Weight
0.28
Vis
0.28
Cro
0.27
L Th
0.24
Str
0.24
value_diff
0.23
Hea
0.22
Agg
0.21
Fin
0.21
Fre
0.20
Lon
0.19
Pen
0.19
fm_player_index
0.18
Tec
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Dri
0.76
Vis
0.76
Fla
0.66
Cor
0.63
Cro
0.63
OtB
0.62
Fre
0.62
Fin
0.60
Pen
0.60
CA
0.60
Mar
-0.58
highest_market_value_in_gbp
0.58
PA
0.57
market_value_in_gbp
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Fir
0.85
Best Role
0.80
Pas
0.73
Best Pos
0.70
Agi
0.68
sub_position
0.64
position
0.59
Cmp
0.49
Acc
0.48
Pac
0.39
Cnt
0.39
Ant
0.38
Age
0.37
Bal
0.34
MOST FREQUENT VALUES

13
17
21.5%
11
13
16.5%
12
13
16.5%
14
11
13.9%
16
8
10.1%
15
5
6.3%
10
5
6.3%
9
3
3.8%
8
2
2.5%
7
1
1.3%
17
1
1.3%
SMALLEST VALUES

7
1
1.3%
8
2
2.5%
9
3
3.8%
10
5
6.3%
11
13
16.5%
12
13
16.5%
13
17
21.5%
14
11
13.9%
15
5
6.3%
16
8
10.1%
17
1
1.3%
LARGEST VALUES

17
1
1.3%
16
8
10.1%
15
5
6.3%
14
11
13.9%
13
17
21.5%
12
13
16.5%
11
13
16.5%
10
5
6.3%
9
3
3.8%
8
2
2.5%
7
1
1.3%
Tea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Pos
0.48
Str
0.47
Tck
0.45
Mar
0.43
Jum
0.43
Weight
0.43
Fla
-0.41
Ldr
0.41
Height
0.39
Dri
-0.38
height_in_cm
0.37
Bra
0.37
Agg
0.36
Hea
0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.73
Best Pos
0.67
Acc
0.65
Wor
0.64
Cnt
0.62
Pac
0.54
Agi
0.53
sub_position
0.47
Nat
0.41
Dec
0.39
Age_2020
0.33
Bal
0.32
position
0.32
Cmp
0.30
MOST FREQUENT VALUES

13
24
30.4%
14
16
20.3%
12
9
11.4%
15
8
10.1%
16
7
8.9%
11
6
7.6%
9
2
2.5%
17
2
2.5%
7
2
2.5%
18
1
1.3%
10
1
1.3%
8
1
1.3%
SMALLEST VALUES

7
2
2.5%
8
1
1.3%
9
2
2.5%
10
1
1.3%
11
6
7.6%
12
9
11.4%
13
24
30.4%
14
16
20.3%
15
8
10.1%
16
7
8.9%
17
2
2.5%
18
1
1.3%
LARGEST VALUES

18
1
1.3%
17
2
2.5%
16
7
8.9%
15
8
10.1%
14
16
20.3%
13
24
30.4%
12
9
11.4%
11
6
7.6%
10
1
1.3%
9
2
2.5%
8
1
1.3%
7
2
2.5%
Tck
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Mar
0.91
Pos
0.90
Fla
-0.68
Fin
-0.65
Dri
-0.59
OtB
-0.57
Bra
0.56
L Th
0.49
Sta
0.48
Fre
-0.46
Tea
0.45
Tec
-0.44
Cor
-0.43
Str
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.89
Best Pos
0.86
sub_position
0.81
position
0.74
Fir
0.49
Agi
0.46
Wor
0.45
Cnt
0.43
Ant
0.43
Acc
0.42
Nat
0.38
Bal
0.36
Preferred Foot
0.35
Dec
0.33
MOST FREQUENT VALUES

13
14
17.7%
14
13
16.5%
7
12
15.2%
12
10
12.7%
15
7
8.9%
10
5
6.3%
8
4
5.1%
11
4
5.1%
5
2
2.5%
9
2
2.5%
4
2
2.5%
6
2
2.5%
17
1
1.3%
3
1
1.3%
SMALLEST VALUES

3
1
1.3%
4
2
2.5%
5
2
2.5%
6
2
2.5%
7
12
15.2%
8
4
5.1%
9
2
2.5%
10
5
6.3%
11
4
5.1%
12
10
12.7%
13
14
17.7%
14
13
16.5%
15
7
8.9%
17
1
1.3%
LARGEST VALUES

17
1
1.3%
15
7
8.9%
14
13
16.5%
13
14
17.7%
12
10
12.7%
11
4
5.1%
10
5
6.3%
9
2
2.5%
8
4
5.1%
7
12
15.2%
6
2
2.5%
5
2
2.5%
4
2
2.5%
3
1
1.3%
Str
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Hea
0.75
Jum
0.73
Weight
0.70
Height
0.65
Cor
-0.64
height_in_cm
0.63
Fla
-0.55
Dri
-0.53
fm_player_index
-0.53
Fre
-0.50
Cro
-0.50
Tea
0.47
Pos
0.47
Mar
0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.81
Best Pos
0.76
sub_position
0.66
Agi
0.55
Acc
0.54
Bal
0.54
Nat
0.47
Ant
0.43
Cnt
0.41
Wor
0.41
Pac
0.36
Pas
0.36
Fir
0.34
Dec
0.32
MOST FREQUENT VALUES

13
14
17.7%
14
13
16.5%
15
11
13.9%
12
9
11.4%
10
8
10.1%
11
8
10.1%
9
6
7.6%
7
4
5.1%
8
2
2.5%
6
2
2.5%
18
1
1.3%
16
1
1.3%
SMALLEST VALUES

6
2
2.5%
7
4
5.1%
8
2
2.5%
9
6
7.6%
10
8
10.1%
11
8
10.1%
12
9
11.4%
13
14
17.7%
14
13
16.5%
15
11
13.9%
16
1
1.3%
18
1
1.3%
LARGEST VALUES

18
1
1.3%
16
1
1.3%
15
11
13.9%
14
13
16.5%
13
14
17.7%
12
9
11.4%
11
8
10.1%
10
8
10.1%
9
6
7.6%
8
2
2.5%
7
4
5.1%
6
2
2.5%
Sta
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Mar
0.52
Pos
0.51
Tck
0.48
current_club_id
-0.47
Fre
-0.44
Bra
0.42
Str
0.38
Dri
-0.33
L Th
0.32
Fla
-0.32
Lon
-0.31
Cor
-0.30
Tec
-0.29
fm_player_index
-0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.66
Wor
0.63
Best Pos
0.58
Nat
0.49
sub_position
0.47
Cnt
0.44
Fir
0.43
Cmp
0.42
position
0.42
Pas
0.41
Com
0.30
Bal
0.30
Age
0.28
Age_2020
0.28
MOST FREQUENT VALUES

14
25
31.6%
13
21
26.6%
15
11
13.9%
12
8
10.1%
11
5
6.3%
16
3
3.8%
10
2
2.5%
18
1
1.3%
9
1
1.3%
8
1
1.3%
17
1
1.3%
SMALLEST VALUES

8
1
1.3%
9
1
1.3%
10
2
2.5%
11
5
6.3%
12
8
10.1%
13
21
26.6%
14
25
31.6%
15
11
13.9%
16
3
3.8%
17
1
1.3%
18
1
1.3%
LARGEST VALUES

18
1
1.3%
17
1
1.3%
16
3
3.8%
15
11
13.9%
14
25
31.6%
13
21
26.6%
12
8
10.1%
11
5
6.3%
10
2
2.5%
9
1
1.3%
8
1
1.3%
TRO
MISSING:
---
TOP CATEGORIES

3
31
39%
2
27
34%
1
19
24%
4
2
3%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
TRO
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Age_2020
0.18
Ecc
0.11
Acc
0.11
Cmp
0.10
Agi
0.10
Pac
0.09
Best Role
0.09
Age
0.08
Fir
0.08
Dec
0.08

THESE FEATURES
GIVE INFORMATION
ON TRO:

Best Role
0.21
Acc
0.19
Cmp
0.17
Agi
0.17
Best Pos
0.15
Fir
0.15
Pac
0.14
Dec
0.14
Age
0.13
sub_position
0.13
Pas
0.12
Age_2020
0.12
Ecc
0.12
Ant
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TRO
CORRELATION RATIO WITH...

player_id
0.30
fm_player_index
0.27
L Th
0.26
Bra
0.24
Ldr
0.23
Tck
0.23
current_club_id
0.22
Wage
0.21
Dri
0.21
Tea
0.21
market_value
0.20
value_2020
0.20
Pos
0.20
Mar
0.19
Ref
MISSING:
---
TOP CATEGORIES

3
28
35%
2
27
34%
1
23
29%
4
1
1%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Ref
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Age_2020
0.19
Best Role
0.12
Nat
0.10
Fir
0.10
Best Pos
0.10
Preferred Foot
0.10
Dec
0.10
Wor
0.09
Cmp
0.09
Age
0.09

THESE FEATURES
GIVE INFORMATION
ON Ref:

Best Role
0.29
Best Pos
0.19
Fir
0.18
Nat
0.17
Dec
0.16
Wor
0.16
Cmp
0.15
Age
0.14
Acc
0.14
Agi
0.13
Cnt
0.13
Age_2020
0.13
Pac
0.12
sub_position
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Ref
CORRELATION RATIO WITH...

Lon
0.29
Str
0.25
Ldr
0.23
Tea
0.23
Agg
0.22
PA
0.22
Weight
0.22
Fin
0.21
Value
0.21
Unnamed: 0
0.21
player_id
0.20
value_diff
0.20
Sta
0.19
Unnamed: 0.1
0.19
Pun
MISSING:
---
TOP CATEGORIES

1
31
39%
3
25
32%
2
21
27%
4
2
3%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Pun
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.15
Nat
0.12
Acc
0.12
Pas
0.10
Wor
0.10
Best Pos
0.10
Agi
0.10
Ant
0.10
Cmp
0.10
Age_2020
0.09

THESE FEATURES
GIVE INFORMATION
ON Pun:

Best Role
0.34
Acc
0.21
Nat
0.20
Best Pos
0.19
Wor
0.18
Agi
0.18
Pas
0.17
Cmp
0.16
Fir
0.15
sub_position
0.15
Bal
0.14
Ant
0.14
Pac
0.12
Dec
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Pun
CORRELATION RATIO WITH...

Pos
0.26
Wage
0.26
Mar
0.25
Tec
0.25
Tck
0.25
Agg
0.24
Fin
0.23
Vis
0.22
Bra
0.22
Unnamed: 0.1
0.21
PA
0.21
Det
0.21
Sta
0.20
Value
0.20
Pos
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Mar
0.92
Tck
0.90
Dri
-0.69
Fla
-0.67
Fin
-0.65
OtB
-0.57
Bra
0.53
Sta
0.51
Tec
-0.51
L Th
0.50
Tea
0.48
Str
0.47
Fre
-0.44
Ldr
0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.93
Best Pos
0.89
sub_position
0.81
position
0.74
Agi
0.54
Acc
0.52
Fir
0.50
Cnt
0.47
Ant
0.45
Wor
0.45
Pac
0.37
Preferred Foot
0.36
Nat
0.35
Bal
0.31
MOST FREQUENT VALUES

13
19
24.1%
14
8
10.1%
11
8
10.1%
7
7
8.9%
12
7
8.9%
6
6
7.6%
8
6
7.6%
10
6
7.6%
5
5
6.3%
9
3
3.8%
15
2
2.5%
4
1
1.3%
16
1
1.3%
SMALLEST VALUES

4
1
1.3%
5
5
6.3%
6
6
7.6%
7
7
8.9%
8
6
7.6%
9
3
3.8%
10
6
7.6%
11
8
10.1%
12
7
8.9%
13
19
24.1%
14
8
10.1%
15
2
2.5%
16
1
1.3%
LARGEST VALUES

16
1
1.3%
15
2
2.5%
14
8
10.1%
13
19
24.1%
12
7
8.9%
11
8
10.1%
10
6
7.6%
9
3
3.8%
8
6
7.6%
7
7
8.9%
6
6
7.6%
5
5
6.3%
4
1
1.3%
Pen
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Vis
0.66
Lon
0.61
Tec
0.60
Fre
0.60
Fla
0.59
Fin
0.58
OtB
0.58
CA
0.55
Cor
0.53
highest_market_value_in_gbp
0.52
market_value_in_gbp
0.51
value_2022
0.51
market_value
0.51
value_2020
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.76
Fir
0.69
Best Pos
0.67
sub_position
0.60
Pas
0.58
position
0.56
Cmp
0.49
Dec
0.43
Agi
0.37
Nat
0.35
Wor
0.33
Ant
0.33
Acc
0.30
Pac
0.30
MOST FREQUENT VALUES

8
12
15.2%
9
10
12.7%
7
8
10.1%
13
8
10.1%
12
7
8.9%
14
7
8.9%
6
6
7.6%
10
5
6.3%
11
5
6.3%
15
4
5.1%
5
4
5.1%
4
1
1.3%
3
1
1.3%
2
1
1.3%
SMALLEST VALUES

2
1
1.3%
3
1
1.3%
4
1
1.3%
5
4
5.1%
6
6
7.6%
7
8
10.1%
8
12
15.2%
9
10
12.7%
10
5
6.3%
11
5
6.3%
12
7
8.9%
13
8
10.1%
14
7
8.9%
15
4
5.1%
LARGEST VALUES

15
4
5.1%
14
7
8.9%
13
8
10.1%
12
7
8.9%
11
5
6.3%
10
5
6.3%
9
10
12.7%
8
12
15.2%
7
8
10.1%
6
6
7.6%
5
4
5.1%
4
1
1.3%
3
1
1.3%
2
1
1.3%
Pas
MISSING:
---
TOP CATEGORIES

12
27
34%
11
13
16%
13
12
15%
14
8
10%
15
7
9%
10
4
5%
9
3
4%
16
3
4%
7
1
1%
17
1
1%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Pas
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.33
Fir
0.31
Age_2020
0.28
Best Pos
0.28
Cmp
0.28
Dec
0.27
sub_position
0.27
Ant
0.23
Preferred Foot
0.23
position
0.22

THESE FEATURES
GIVE INFORMATION
ON Pas:

Best Role
0.47
Fir
0.33
Best Pos
0.33
sub_position
0.30
Cmp
0.28
Dec
0.26
Wor
0.23
Age
0.21
Pac
0.21
Ant
0.20
Cnt
0.20
Bal
0.20
Nat
0.19
Agi
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Pas
CORRELATION RATIO WITH...

Vis
0.83
Tec
0.73
market_value
0.71
value_2020
0.71
CA
0.70
Cor
0.68
Value
0.65
PA
0.65
Fre
0.63
Wage
0.62
Lon
0.62
market_value_in_gbp
0.61
value_2022
0.61
highest_market_value_in_gbp
0.61
Pac
MISSING:
---
TOP CATEGORIES

13
23
29%
12
19
24%
14
14
18%
15
11
14%
11
5
6%
10
3
4%
9
2
3%
16
1
1%
17
1
1%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Pac
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Acc
0.34
Best Role
0.28
Best Pos
0.25
Dec
0.25
Age_2020
0.23
Agi
0.23
Cnt
0.22
Ant
0.21
Preferred Foot
0.21
sub_position
0.21

THESE FEATURES
GIVE INFORMATION
ON Pac:

Best Role
0.42
Acc
0.38
Best Pos
0.32
Agi
0.26
Dec
0.26
sub_position
0.25
Fir
0.23
Wor
0.23
Cnt
0.22
Pas
0.22
Cmp
0.21
Bal
0.21
Ant
0.20
Nat
0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Pac
CORRELATION RATIO WITH...

Tea
0.54
Weight
0.49
Dri
0.44
market_value
0.44
value_2020
0.44
Height
0.44
Wage
0.43
Ldr
0.43
height_in_cm
0.42
Bra
0.40
CA
0.40
Hea
0.39
PA
0.39
highest_market_value_in_gbp
0.39
1v1
MISSING:
---
TOP CATEGORIES

2
27
34%
3
24
30%
1
23
29%
4
5
6%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
1v1
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Age_2020
0.18
Best Role
0.12
Agi
0.11
Dec
0.11
Cmp
0.11
Bal
0.11
Preferred Foot
0.10
Wor
0.10
Acc
0.10
Nat
0.09

THESE FEATURES
GIVE INFORMATION
ON 1v1:

Best Role
0.26
Agi
0.18
Bal
0.17
Cmp
0.17
Dec
0.16
Best Pos
0.16
Acc
0.16
Wor
0.15
Nat
0.14
Pas
0.12
Ant
0.12
Age_2020
0.12
Fir
0.11
Cnt
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
1v1
CORRELATION RATIO WITH...

current_club_id
0.35
PA
0.32
CA
0.32
Wage
0.28
Unnamed: 0
0.27
Tea
0.24
Agg
0.24
Det
0.24
Sta
0.23
market_value
0.23
value_2020
0.23
Value
0.23
OtB
0.22
height_in_cm
0.21
OtB
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Fin
0.77
Dri
0.73
Vis
0.68
Fla
0.68
Mar
-0.67
Tec
0.62
Cro
0.61
Fre
0.59
Cor
0.59
Lon
0.58
Pen
0.58
Pos
-0.57
Tck
-0.57
CA
0.47

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.82
Best Pos
0.75
sub_position
0.73
Fir
0.64
position
0.63
Agi
0.56
Pas
0.53
Acc
0.48
Cmp
0.42
Bal
0.40
Age
0.38
Cmd
0.37
Age_2020
0.36
Cnt
0.33
MOST FREQUENT VALUES

13
16
20.3%
14
14
17.7%
11
9
11.4%
12
8
10.1%
8
7
8.9%
9
6
7.6%
15
5
6.3%
7
5
6.3%
16
4
5.1%
10
4
5.1%
5
1
1.3%
SMALLEST VALUES

5
1
1.3%
7
5
6.3%
8
7
8.9%
9
6
7.6%
10
4
5.1%
11
9
11.4%
12
8
10.1%
13
16
20.3%
14
14
17.7%
15
5
6.3%
16
4
5.1%
LARGEST VALUES

16
4
5.1%
15
5
6.3%
14
14
17.7%
13
16
20.3%
12
8
10.1%
11
9
11.4%
10
4
5.1%
9
6
7.6%
8
7
8.9%
7
5
6.3%
5
1
1.3%
Nat
MISSING:
---
TOP CATEGORIES

13
21
27%
14
20
25%
12
13
16%
15
9
11%
16
6
8%
10
4
5%
9
2
3%
11
2
3%
8
1
1%
18
1
1%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Nat
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Age_2020
0.34
Best Role
0.25
sub_position
0.24
Ant
0.23
Dec
0.22
Acc
0.22
Best Pos
0.22
foot
0.21
Fir
0.21
Bal
0.21

THESE FEATURES
GIVE INFORMATION
ON Nat:

Best Role
0.36
sub_position
0.27
Best Pos
0.26
Acc
0.24
Fir
0.22
Dec
0.22
Bal
0.22
Wor
0.21
Ant
0.20
Pas
0.19
Agi
0.19
Age
0.18
Pac
0.17
Cnt
0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Nat
CORRELATION RATIO WITH...

fm_player_index
0.53
Unnamed: 0
0.51
current_club_id
0.50
Sta
0.49
Str
0.47
value_diff
0.46
Unnamed: 0.1
0.43
Tea
0.41
Jum
0.41
Agg
0.40
CA
0.40
Value
0.38
Cro
0.38
Tck
0.38
Mar
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Pos
0.92
Tck
0.91
Fla
-0.78
Fin
-0.74
Dri
-0.73
OtB
-0.67
Bra
0.60
Tec
-0.58
Fre
-0.54
Cor
-0.53
Sta
0.52
Cro
-0.52
Vis
-0.52
Hea
0.47

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.94
Best Pos
0.92
sub_position
0.84
position
0.78
Fir
0.61
Agi
0.55
Wor
0.47
Acc
0.46
Cnt
0.41
Ant
0.39
Preferred Foot
0.37
Pac
0.36
Age_2020
0.36
Pas
0.35
MOST FREQUENT VALUES

13
16
20.3%
5
10
12.7%
14
9
11.4%
12
8
10.1%
6
7
8.9%
8
6
7.6%
11
5
6.3%
4
5
6.3%
7
4
5.1%
9
3
3.8%
15
3
3.8%
10
3
3.8%
SMALLEST VALUES

4
5
6.3%
5
10
12.7%
6
7
8.9%
7
4
5.1%
8
6
7.6%
9
3
3.8%
10
3
3.8%
11
5
6.3%
12
8
10.1%
13
16
20.3%
14
9
11.4%
15
3
3.8%
LARGEST VALUES

15
3
3.8%
14
9
11.4%
13
16
20.3%
12
8
10.1%
11
5
6.3%
10
3
3.8%
9
3
3.8%
8
6
7.6%
7
4
5.1%
6
7
8.9%
5
10
12.7%
4
5
6.3%
L Th
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Pos
0.50
Tck
0.49
Mar
0.46
Fin
-0.40
Fre
-0.35
Sta
0.32
Fla
-0.32
Bra
0.29
Dri
-0.26
Tec
-0.24
Vis
-0.24
Pen
-0.22
highest_market_value_in_gbp
-0.21
Value
-0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Pos
0.75
Best Role
0.74
sub_position
0.66
position
0.52
Fir
0.44
Bal
0.39
Pac
0.37
Agi
0.37
Pas
0.35
Age
0.33
Acc
0.31
Dec
0.31
Cnt
0.30
Cmp
0.29
MOST FREQUENT VALUES

4
10
12.7%
10
9
11.4%
7
9
11.4%
8
8
10.1%
5
7
8.9%
12
6
7.6%
6
6
7.6%
11
6
7.6%
9
5
6.3%
3
5
6.3%
13
3
3.8%
2
2
2.5%
16
2
2.5%
15
1
1.3%
SMALLEST VALUES

2
2
2.5%
3
5
6.3%
4
10
12.7%
5
7
8.9%
6
6
7.6%
7
9
11.4%
8
8
10.1%
9
5
6.3%
10
9
11.4%
11
6
7.6%
12
6
7.6%
13
3
3.8%
15
1
1.3%
16
2
2.5%
LARGEST VALUES

16
2
2.5%
15
1
1.3%
13
3
3.8%
12
6
7.6%
11
6
7.6%
10
9
11.4%
9
5
6.3%
8
8
10.1%
7
9
11.4%
6
6
7.6%
5
7
8.9%
4
10
12.7%
3
5
6.3%
2
2
2.5%
Lon
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Fre
0.73
Vis
0.71
Cor
0.66
Dri
0.62
Pen
0.61
Fin
0.61
OtB
0.58
Tec
0.56
Fla
0.55
Cro
0.47
Mar
-0.45
CA
0.45
PA
0.44
market_value_in_gbp
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.83
Best Pos
0.77
sub_position
0.73
Fir
0.70
position
0.66
Pas
0.62
Cmp
0.46
Age
0.43
Agi
0.43
Dec
0.36
Acc
0.33
Bal
0.31
Cmd
0.30
Age_2020
0.30
MOST FREQUENT VALUES

10
11
13.9%
14
11
13.9%
11
8
10.1%
13
8
10.1%
12
7
8.9%
8
7
8.9%
9
6
7.6%
5
5
6.3%
15
5
6.3%
6
4
5.1%
7
3
3.8%
16
2
2.5%
3
1
1.3%
4
1
1.3%
SMALLEST VALUES

3
1
1.3%
4
1
1.3%
5
5
6.3%
6
4
5.1%
7
3
3.8%
8
7
8.9%
9
6
7.6%
10
11
13.9%
11
8
10.1%
12
7
8.9%
13
8
10.1%
14
11
13.9%
15
5
6.3%
16
2
2.5%
LARGEST VALUES

16
2
2.5%
15
5
6.3%
14
11
13.9%
13
8
10.1%
12
7
8.9%
11
8
10.1%
10
11
13.9%
9
6
7.6%
8
7
8.9%
7
3
3.8%
6
4
5.1%
5
5
6.3%
4
1
1.3%
3
1
1.3%
Ldr
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Pos
0.43
Tea
0.41
Mar
0.40
Tck
0.40
Agg
0.35
Fla
-0.35
Dri
-0.31
Bra
0.29
OtB
-0.26
Hea
0.25
Weight
0.25
Height
0.24
Unnamed: 0.1
-0.24
Jum
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.61
Best Pos
0.59
sub_position
0.50
Cnt
0.47
Acc
0.47
Agi
0.44
Pac
0.43
Dec
0.37
Wor
0.36
Ant
0.33
Age_2020
0.32
Fir
0.31
Pas
0.27
Nat
0.27
MOST FREQUENT VALUES

12
10
12.7%
8
10
12.7%
10
10
12.7%
14
10
12.7%
11
9
11.4%
13
7
8.9%
7
6
7.6%
6
6
7.6%
9
5
6.3%
5
3
3.8%
16
2
2.5%
17
1
1.3%
SMALLEST VALUES

5
3
3.8%
6
6
7.6%
7
6
7.6%
8
10
12.7%
9
5
6.3%
10
10
12.7%
11
9
11.4%
12
10
12.7%
13
7
8.9%
14
10
12.7%
16
2
2.5%
17
1
1.3%
LARGEST VALUES

17
1
1.3%
16
2
2.5%
14
10
12.7%
13
7
8.9%
12
10
12.7%
11
9
11.4%
10
10
12.7%
9
5
6.3%
8
10
12.7%
7
6
7.6%
6
6
7.6%
5
3
3.8%
Kic
MISSING:
---
TOP CATEGORIES

3
29
37%
2
28
35%
1
20
25%
4
2
3%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Kic
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Age_2020
0.19
Dec
0.11
Age
0.11
Fir
0.11
Best Role
0.11
Agi
0.08
Cmp
0.08
Pac
0.07
Nat
0.07
Ref
0.07

THESE FEATURES
GIVE INFORMATION
ON Kic:

Best Role
0.25
Fir
0.19
Dec
0.18
Age
0.18
Agi
0.13
Age_2020
0.13
Best Pos
0.13
Cmp
0.13
Bal
0.12
Nat
0.12
Pac
0.11
sub_position
0.11
Acc
0.11
Wor
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Kic
CORRELATION RATIO WITH...

Tea
0.28
player_id
0.27
Agg
0.25
Vis
0.24
current_club_id
0.24
Value
0.22
Cro
0.21
OtB
0.21
fm_player_index
0.21
CA
0.21
height_in_cm
0.20
Weight
0.20
Wage
0.19
Unnamed: 0
0.18
Jum
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Height
0.89
height_in_cm
0.84
Hea
0.75
Str
0.73
Weight
0.67
Dri
-0.63
Cor
-0.55
Fla
-0.54
Cro
-0.53
Fre
-0.48
Mar
0.45
OtB
-0.43
Tea
0.43
Pos
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.77
Best Pos
0.75
sub_position
0.68
Agi
0.62
Acc
0.58
Ant
0.45
Bal
0.44
Fir
0.42
Wor
0.41
Nat
0.41
Age_2020
0.40
Pac
0.37
Age
0.36
Cnt
0.35
MOST FREQUENT VALUES

13
15
19.0%
11
9
11.4%
8
8
10.1%
14
8
10.1%
9
8
10.1%
10
7
8.9%
16
5
6.3%
12
5
6.3%
15
4
5.1%
7
4
5.1%
17
2
2.5%
2
2
2.5%
5
1
1.3%
19
1
1.3%
SMALLEST VALUES

2
2
2.5%
5
1
1.3%
7
4
5.1%
8
8
10.1%
9
8
10.1%
10
7
8.9%
11
9
11.4%
12
5
6.3%
13
15
19.0%
14
8
10.1%
15
4
5.1%
16
5
6.3%
17
2
2.5%
19
1
1.3%
LARGEST VALUES

19
1
1.3%
17
2
2.5%
16
5
6.3%
15
4
5.1%
14
8
10.1%
13
15
19.0%
12
5
6.3%
11
9
11.4%
10
7
8.9%
9
8
10.1%
8
8
10.1%
7
4
5.1%
5
1
1.3%
2
2
2.5%
Hea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Str
0.75
Jum
0.75
Height
0.74
height_in_cm
0.71
Weight
0.70
Cor
-0.57
fm_player_index
-0.57
Dri
-0.57
Fla
-0.51
Cro
-0.50
Mar
0.47
Fre
-0.43
Pos
0.41
Lon
-0.40

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.82
Best Pos
0.80
sub_position
0.76
Agi
0.54
Acc
0.51
Bal
0.48
Ant
0.47
Age_2020
0.46
Dec
0.43
Age
0.41
position
0.41
Pac
0.39
Wor
0.37
Pas
0.36
MOST FREQUENT VALUES

14
20
25.3%
13
11
13.9%
9
9
11.4%
10
8
10.1%
8
8
10.1%
12
5
6.3%
15
4
5.1%
7
4
5.1%
11
3
3.8%
5
3
3.8%
4
2
2.5%
16
1
1.3%
6
1
1.3%
SMALLEST VALUES

4
2
2.5%
5
3
3.8%
6
1
1.3%
7
4
5.1%
8
8
10.1%
9
9
11.4%
10
8
10.1%
11
3
3.8%
12
5
6.3%
13
11
13.9%
14
20
25.3%
15
4
5.1%
16
1
1.3%
LARGEST VALUES

16
1
1.3%
15
4
5.1%
14
20
25.3%
13
11
13.9%
12
5
6.3%
11
3
3.8%
10
8
10.1%
9
9
11.4%
8
8
10.1%
7
4
5.1%
6
1
1.3%
5
3
3.8%
4
2
2.5%
Han
MISSING:
---
TOP CATEGORIES

3
27
34%
1
27
34%
2
23
29%
4
2
3%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Han
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Acc
0.16
Best Role
0.12
Age_2020
0.12
Bal
0.11
Nat
0.11
Dec
0.11
Pas
0.10
Fir
0.09
Pun
0.09
Cnt
0.09

THESE FEATURES
GIVE INFORMATION
ON Han:

Acc
0.28
Best Role
0.28
Bal
0.19
Nat
0.18
Dec
0.17
Pas
0.17
Best Pos
0.16
Fir
0.15
Agi
0.14
Wor
0.13
Cnt
0.13
Age
0.13
Cmp
0.13
sub_position
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Han
CORRELATION RATIO WITH...

Det
0.30
player_id
0.28
Tck
0.22
Pos
0.22
OtB
0.22
Agg
0.21
Ldr
0.20
Tea
0.20
L Th
0.19
Unnamed: 0.1
0.19
Sta
0.19
height_in_cm
0.19
Pen
0.19
Fla
0.19
Fre
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Cor
0.81
Lon
0.73
Fla
0.67
Vis
0.66
Tec
0.62
Cro
0.60
Pen
0.60
OtB
0.59
Dri
0.59
Fin
0.56
Mar
-0.54
Str
-0.50
Jum
-0.48
Tck
-0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.83
Best Pos
0.75
sub_position
0.70
Fir
0.66
Pas
0.63
position
0.60
Agi
0.48
Cmp
0.42
Bal
0.35
Cmd
0.35
Age
0.35
Age_2020
0.34
Dec
0.32
Acc
0.32
MOST FREQUENT VALUES

8
12
15.2%
6
11
13.9%
9
9
11.4%
14
9
11.4%
10
8
10.1%
12
6
7.6%
5
5
6.3%
11
4
5.1%
13
4
5.1%
7
3
3.8%
3
2
2.5%
15
2
2.5%
4
2
2.5%
2
1
1.3%
16
1
1.3%
SMALLEST VALUES

2
1
1.3%
3
2
2.5%
4
2
2.5%
5
5
6.3%
6
11
13.9%
7
3
3.8%
8
12
15.2%
9
9
11.4%
10
8
10.1%
11
4
5.1%
12
6
7.6%
13
4
5.1%
14
9
11.4%
15
2
2.5%
16
1
1.3%
LARGEST VALUES

16
1
1.3%
15
2
2.5%
14
9
11.4%
13
4
5.1%
12
6
7.6%
11
4
5.1%
10
8
10.1%
9
9
11.4%
8
12
15.2%
7
3
3.8%
6
11
13.9%
5
5
6.3%
4
2
2.5%
3
2
2.5%
2
1
1.3%
Fla
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Mar
-0.78
Dri
0.72
Tck
-0.68
OtB
0.68
Pos
-0.67
Fre
0.67
Fin
0.67
Tec
0.66
Cor
0.64
Vis
0.61
Cro
0.61
Pen
0.59
Weight
-0.58
Str
-0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.88
Best Pos
0.76
sub_position
0.72
Fir
0.67
position
0.64
Agi
0.58
Acc
0.52
Pas
0.52
Cmd
0.41
Age
0.40
Wor
0.39
Age_2020
0.39
Ant
0.36
Pac
0.36
MOST FREQUENT VALUES

12
10
12.7%
16
9
11.4%
7
8
10.1%
6
7
8.9%
14
7
8.9%
8
6
7.6%
15
6
7.6%
13
6
7.6%
10
5
6.3%
11
4
5.1%
9
4
5.1%
17
2
2.5%
5
2
2.5%
1
2
2.5%
18
1
1.3%
SMALLEST VALUES

1
2
2.5%
5
2
2.5%
6
7
8.9%
7
8
10.1%
8
6
7.6%
9
4
5.1%
10
5
6.3%
11
4
5.1%
12
10
12.7%
13
6
7.6%
14
7
8.9%
15
6
7.6%
16
9
11.4%
17
2
2.5%
18
1
1.3%
LARGEST VALUES

18
1
1.3%
17
2
2.5%
16
9
11.4%
15
6
7.6%
14
7
8.9%
13
6
7.6%
12
10
12.7%
11
4
5.1%
10
5
6.3%
9
4
5.1%
8
6
7.6%
7
8
10.1%
6
7
8.9%
5
2
2.5%
1
2
2.5%
Fir
MISSING:
---
TOP CATEGORIES

11
19
24%
12
16
20%
13
13
16%
14
11
14%
10
5
6%
9
4
5%
15
4
5%
16
3
4%
8
2
3%
17
2
3%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fir
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.38
Age_2020
0.33
Best Pos
0.33
Pas
0.33
position
0.33
sub_position
0.30
Agi
0.26
Cmp
0.26
Bal
0.23
Pac
0.23

THESE FEATURES
GIVE INFORMATION
ON Fir:

Best Role
0.50
Best Pos
0.36
sub_position
0.32
Pas
0.31
Agi
0.27
Cmp
0.25
Bal
0.23
Acc
0.21
Wor
0.21
Nat
0.21
Pac
0.20
Age
0.20
Dec
0.19
position
0.17

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fir
CORRELATION RATIO WITH...

Tec
0.85
Vis
0.81
market_value_in_gbp
0.75
value_2022
0.75
highest_market_value_in_gbp
0.74
value_diff
0.73
Value
0.73
Dri
0.73
CA
0.71
PA
0.71
Lon
0.70
Pen
0.69
Fin
0.68
Fla
0.67
Fin
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

OtB
0.77
Mar
-0.74
Dri
0.69
Fla
0.67
Tck
-0.65
Pos
-0.65
Vis
0.64
Lon
0.61
Tec
0.60
Pen
0.58
Fre
0.56
Cor
0.52
CA
0.49
Cro
0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.88
sub_position
0.85
Best Pos
0.85
position
0.80
Fir
0.68
Preferred Foot
0.49
Pas
0.49
Cmp
0.42
Agi
0.42
Bal
0.38
Wor
0.38
Ant
0.38
Acc
0.37
Pac
0.37
MOST FREQUENT VALUES

7
10
12.7%
14
9
11.4%
6
9
11.4%
13
9
11.4%
10
7
8.9%
12
7
8.9%
8
7
8.9%
5
6
7.6%
9
6
7.6%
11
5
6.3%
4
2
2.5%
16
1
1.3%
15
1
1.3%
SMALLEST VALUES

4
2
2.5%
5
6
7.6%
6
9
11.4%
7
10
12.7%
8
7
8.9%
9
6
7.6%
10
7
8.9%
11
5
6.3%
12
7
8.9%
13
9
11.4%
14
9
11.4%
15
1
1.3%
16
1
1.3%
LARGEST VALUES

16
1
1.3%
15
1
1.3%
14
9
11.4%
13
9
11.4%
12
7
8.9%
11
5
6.3%
10
7
8.9%
9
6
7.6%
8
7
8.9%
7
10
12.7%
6
9
11.4%
5
6
7.6%
4
2
2.5%
Ecc
MISSING:
---
TOP CATEGORIES

1
27
34%
3
26
33%
2
23
29%
4
3
4%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Ecc
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.12
TRO
0.12
Age_2020
0.11
Wor
0.10
Ant
0.09
Pas
0.09
Acc
0.09
sub_position
0.09
Dec
0.09
Bal
0.09

THESE FEATURES
GIVE INFORMATION
ON Ecc:

Best Role
0.26
Wor
0.16
sub_position
0.16
Best Pos
0.15
Acc
0.15
Bal
0.14
Pas
0.14
Dec
0.13
Nat
0.13
Fir
0.13
Age
0.13
Ant
0.12
TRO
0.11
Cmp
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Ecc
CORRELATION RATIO WITH...

Fin
0.26
Unnamed: 0
0.25
Weight
0.23
CA
0.23
OtB
0.22
player_id
0.21
Fre
0.20
value_diff
0.19
Cor
0.19
Hea
0.18
height_in_cm
0.18
Pos
0.18
market_value_in_gbp
0.17
value_2022
0.17
Dri
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Tec
0.76
OtB
0.73
Mar
-0.73
Fla
0.72
Pos
-0.69
Fin
0.69
Cro
0.69
Cor
0.63
Jum
-0.63
Lon
0.62
Vis
0.61
Tck
-0.59
Fre
0.59
Hea
-0.57

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.86
Best Pos
0.81
sub_position
0.77
Fir
0.73
Agi
0.71
position
0.68
Acc
0.60
Pas
0.57
Pac
0.44
Age_2020
0.38
Ant
0.36
Cnt
0.36
Age
0.35
Cmp
0.33
MOST FREQUENT VALUES

13
12
15.2%
11
10
12.7%
14
10
12.7%
12
9
11.4%
9
8
10.1%
10
8
10.1%
15
7
8.9%
8
5
6.3%
7
3
3.8%
6
3
3.8%
16
3
3.8%
5
1
1.3%
SMALLEST VALUES

5
1
1.3%
6
3
3.8%
7
3
3.8%
8
5
6.3%
9
8
10.1%
10
8
10.1%
11
10
12.7%
12
9
11.4%
13
12
15.2%
14
10
12.7%
15
7
8.9%
16
3
3.8%
LARGEST VALUES

16
3
3.8%
15
7
8.9%
14
10
12.7%
13
12
15.2%
12
9
11.4%
11
10
12.7%
10
8
10.1%
9
8
10.1%
8
5
6.3%
7
3
3.8%
6
3
3.8%
5
1
1.3%
Det
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Bra
0.35
Tea
0.32
Agg
0.31
Ldr
0.19
Tck
0.14
Pos
0.13
Vis
-0.13
Cro
0.11
Fla
-0.11
current_club_id
-0.11
Value
0.10
Sta
0.10
Mar
0.10
player_id
-0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.51
Fir
0.49
Agi
0.44
Acc
0.43
Best Pos
0.43
Pas
0.38
Wor
0.37
sub_position
0.31
Pac
0.31
Ant
0.31
Nat
0.31
Han
0.30
Cnt
0.29
Age
0.29
MOST FREQUENT VALUES

12
16
20.3%
13
15
19.0%
14
12
15.2%
15
11
13.9%
16
9
11.4%
11
6
7.6%
18
3
3.8%
10
3
3.8%
9
2
2.5%
17
1
1.3%
8
1
1.3%
SMALLEST VALUES

8
1
1.3%
9
2
2.5%
10
3
3.8%
11
6
7.6%
12
16
20.3%
13
15
19.0%
14
12
15.2%
15
11
13.9%
16
9
11.4%
17
1
1.3%
18
3
3.8%
LARGEST VALUES

18
3
3.8%
17
1
1.3%
16
9
11.4%
15
11
13.9%
14
12
15.2%
13
15
19.0%
12
16
20.3%
11
6
7.6%
10
3
3.8%
9
2
2.5%
8
1
1.3%
Dec
MISSING:
---
TOP CATEGORIES

12
24
30%
13
18
23%
14
10
13%
11
10
13%
10
8
10%
8
3
4%
9
2
3%
15
2
3%
16
1
1%
6
1
1%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Dec
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Age_2020
0.30
Best Role
0.29
Ant
0.27
Pas
0.26
Pac
0.26
Cmp
0.25
Preferred Foot
0.24
Best Pos
0.23
Acc
0.23
Wor
0.23

THESE FEATURES
GIVE INFORMATION
ON Dec:

Best Role
0.42
Best Pos
0.27
Pas
0.27
Cmp
0.26
sub_position
0.25
Acc
0.25
Pac
0.25
Wor
0.24
Ant
0.24
Nat
0.22
Bal
0.22
Agi
0.22
Fir
0.21
Age
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Dec
CORRELATION RATIO WITH...

Unnamed: 0
0.57
CA
0.53
Vis
0.50
PA
0.48
Value
0.48
height_in_cm
0.47
market_value
0.45
value_2020
0.45
Hea
0.43
Pen
0.43
Wage
0.42
Height
0.41
market_value_in_gbp
0.40
value_2022
0.40
Cro
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Cor
0.70
Dri
0.69
Tec
0.63
OtB
0.61
Fla
0.61
Fre
0.60
Vis
0.55
Jum
-0.53
Weight
-0.52
Mar
-0.52
Hea
-0.50
Str
-0.50
Height
-0.48
Pen
0.47

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.76
Best Pos
0.68
sub_position
0.63
Fir
0.61
Pas
0.58
Agi
0.52
Age
0.41
Nat
0.38
Bal
0.37
position
0.37
Age_2020
0.37
Acc
0.36
Cmp
0.33
Preferred Foot
0.32
MOST FREQUENT VALUES

11
12
15.2%
13
10
12.7%
10
8
10.1%
8
8
10.1%
12
8
10.1%
14
7
8.9%
7
7
8.9%
9
7
8.9%
6
5
6.3%
15
4
5.1%
5
1
1.3%
16
1
1.3%
17
1
1.3%
SMALLEST VALUES

5
1
1.3%
6
5
6.3%
7
7
8.9%
8
8
10.1%
9
7
8.9%
10
8
10.1%
11
12
15.2%
12
8
10.1%
13
10
12.7%
14
7
8.9%
15
4
5.1%
16
1
1.3%
17
1
1.3%
LARGEST VALUES

17
1
1.3%
16
1
1.3%
15
4
5.1%
14
7
8.9%
13
10
12.7%
12
8
10.1%
11
12
15.2%
10
8
10.1%
9
7
8.9%
8
8
10.1%
7
7
8.9%
6
5
6.3%
5
1
1.3%
Cor
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Fre
0.81
Cro
0.70
Vis
0.70
Lon
0.66
Fla
0.64
Str
-0.64
Dri
0.63
Tec
0.63
OtB
0.59
Hea
-0.57
Jum
-0.55
Weight
-0.55
Mar
-0.53
Pen
0.53

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.82
Best Pos
0.80
sub_position
0.75
Pas
0.68
Fir
0.63
position
0.56
Agi
0.47
Dec
0.40
Age
0.38
Thr
0.37
Bal
0.36
Age_2020
0.35
Cmp
0.34
Cmd
0.33
MOST FREQUENT VALUES

8
10
12.7%
6
10
12.7%
5
10
12.7%
10
9
11.4%
12
8
10.1%
13
6
7.6%
14
6
7.6%
11
5
6.3%
4
4
5.1%
7
3
3.8%
3
2
2.5%
9
2
2.5%
16
2
2.5%
15
1
1.3%
17
1
1.3%
SMALLEST VALUES

3
2
2.5%
4
4
5.1%
5
10
12.7%
6
10
12.7%
7
3
3.8%
8
10
12.7%
9
2
2.5%
10
9
11.4%
11
5
6.3%
12
8
10.1%
13
6
7.6%
14
6
7.6%
15
1
1.3%
16
2
2.5%
17
1
1.3%
LARGEST VALUES

17
1
1.3%
16
2
2.5%
15
1
1.3%
14
6
7.6%
13
6
7.6%
12
8
10.1%
11
5
6.3%
10
9
11.4%
9
2
2.5%
8
10
12.7%
7
3
3.8%
6
10
12.7%
5
10
12.7%
4
4
5.1%
3
2
2.5%
Cnt
MISSING:
---
TOP CATEGORIES

12
24
30%
13
14
18%
14
13
16%
11
11
14%
10
9
11%
9
4
5%
8
2
3%
15
2
3%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Cnt
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.28
Age_2020
0.27
Best Pos
0.26
Wor
0.24
sub_position
0.22
Pac
0.22
Agi
0.22
Acc
0.21
Preferred Foot
0.21
Pas
0.20

THESE FEATURES
GIVE INFORMATION
ON Cnt:

Best Role
0.41
Best Pos
0.32
Wor
0.26
sub_position
0.26
Agi
0.25
Acc
0.24
Pac
0.22
Pas
0.21
Cmp
0.20
Dec
0.19
Bal
0.19
Fir
0.18
Nat
0.17
Ant
0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cnt
CORRELATION RATIO WITH...

Tea
0.62
Ldr
0.47
Pos
0.47
Sta
0.44
Tck
0.43
Str
0.41
Mar
0.41
current_club_id
0.40
Unnamed: 0
0.39
fm_player_index
0.39
Tec
0.39
Agg
0.38
CA
0.37
highest_market_value_in_gbp
0.37
Cmp
MISSING:
---
TOP CATEGORIES

13
21
27%
11
15
19%
12
13
16%
14
12
15%
10
6
8%
16
4
5%
9
3
4%
15
3
4%
8
2
3%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Cmp
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Ant
0.30
Best Role
0.29
Pas
0.28
Best Pos
0.26
Age_2020
0.26
Dec
0.26
Bal
0.25
Fir
0.25
Acc
0.24
sub_position
0.22

THESE FEATURES
GIVE INFORMATION
ON Cmp:

Best Role
0.41
Best Pos
0.30
Pas
0.28
Bal
0.26
Fir
0.26
Acc
0.26
Ant
0.26
Dec
0.25
sub_position
0.24
Agi
0.22
Wor
0.21
Cnt
0.19
Pac
0.19
Age
0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cmp
CORRELATION RATIO WITH...

CA
0.64
market_value
0.60
value_2020
0.60
Vis
0.58
current_club_id
0.56
Value
0.53
Unnamed: 0
0.51
Pen
0.49
Tec
0.49
highest_market_value_in_gbp
0.49
market_value_in_gbp
0.48
value_2022
0.48
PA
0.47
Lon
0.46
Com
MISSING:
---
TOP CATEGORIES

2
36
46%
3
26
33%
1
12
15%
4
5
6%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Com
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Age_2020
0.13
Best Pos
0.11
Wor
0.11
Dec
0.11
Acc
0.11
Best Role
0.10
Fir
0.10
Pas
0.10
Pac
0.09
Nat
0.08

THESE FEATURES
GIVE INFORMATION
ON Com:

Best Role
0.23
Best Pos
0.21
Wor
0.19
Acc
0.18
Fir
0.17
Dec
0.17
Pas
0.16
Pac
0.14
Nat
0.13
sub_position
0.13
Agi
0.12
Bal
0.11
Age
0.11
Cmp
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Com
CORRELATION RATIO WITH...

Sta
0.30
Tea
0.27
Ldr
0.24
Pen
0.24
Fin
0.23
Dri
0.22
Lon
0.22
Unnamed: 0.1
0.19
Jum
0.18
player_id
0.17
Hea
0.17
Height
0.17
Fre
0.16
Weight
0.16
Cmd
MISSING:
---
TOP CATEGORIES

3
28
35%
2
25
32%
1
22
28%
4
4
5%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Cmd
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.17
Age_2020
0.13
Cnt
0.13
Cmp
0.12
Ant
0.10
position
0.10
Best Pos
0.10
Fir
0.10
Pas
0.10
Pac
0.10

THESE FEATURES
GIVE INFORMATION
ON Cmd:

Best Role
0.38
Cmp
0.19
Cnt
0.18
Best Pos
0.18
Fir
0.16
sub_position
0.16
Acc
0.16
Bal
0.15
Agi
0.15
Pas
0.15
Pac
0.14
Age
0.14
Ant
0.14
Dec
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cmd
CORRELATION RATIO WITH...

Fla
0.41
OtB
0.37
Fre
0.35
Vis
0.34
Tec
0.33
Fin
0.33
Cor
0.33
market_value
0.33
value_2020
0.33
market_value_in_gbp
0.31
value_2022
0.31
Dri
0.30
Lon
0.30
PA
0.30
Bra
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Mar
0.60
Tck
0.56
Pos
0.53
Agg
0.50
Dri
-0.48
Fla
-0.45
Sta
0.42
Str
0.39
Cor
-0.39
fm_player_index
-0.39
Vis
-0.38
Weight
0.38
Tec
-0.37
Tea
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.72
Best Pos
0.62
Acc
0.56
sub_position
0.53
position
0.50
Fir
0.44
Agi
0.43
Wor
0.41
Pac
0.40
Ant
0.38
Pas
0.36
Nat
0.36
Cnt
0.35
Preferred Foot
0.34
MOST FREQUENT VALUES

13
17
21.5%
14
16
20.3%
12
14
17.7%
11
11
13.9%
15
6
7.6%
16
3
3.8%
17
3
3.8%
7
2
2.5%
8
2
2.5%
9
2
2.5%
18
1
1.3%
10
1
1.3%
6
1
1.3%
SMALLEST VALUES

6
1
1.3%
7
2
2.5%
8
2
2.5%
9
2
2.5%
10
1
1.3%
11
11
13.9%
12
14
17.7%
13
17
21.5%
14
16
20.3%
15
6
7.6%
16
3
3.8%
17
3
3.8%
18
1
1.3%
LARGEST VALUES

18
1
1.3%
17
3
3.8%
16
3
3.8%
15
6
7.6%
14
16
20.3%
13
17
21.5%
12
14
17.7%
11
11
13.9%
10
1
1.3%
9
2
2.5%
8
2
2.5%
7
2
2.5%
6
1
1.3%
Bal
MISSING:
---
TOP CATEGORIES

12
20
25%
13
17
22%
14
12
15%
15
7
9%
8
7
9%
11
5
6%
10
5
6%
16
3
4%
7
2
3%
9
1
1%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Bal
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.28
Age_2020
0.28
Acc
0.28
sub_position
0.28
Cmp
0.26
Wor
0.25
Fir
0.23
Agi
0.23
Nat
0.22
Dec
0.22

THESE FEATURES
GIVE INFORMATION
ON Bal:

Best Role
0.38
sub_position
0.30
Acc
0.28
Wor
0.25
Cmp
0.25
Best Pos
0.24
Fir
0.23
Agi
0.23
Nat
0.21
Dec
0.20
Pas
0.19
Pac
0.18
Cnt
0.17
Age
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bal
CORRELATION RATIO WITH...

Str
0.54
Hea
0.48
Jum
0.44
current_club_id
0.42
Agg
0.41
Vis
0.40
OtB
0.40
Height
0.40
L Th
0.39
Fin
0.38
height_in_cm
0.38
Cro
0.37
Weight
0.37
player_id
0.36
Ant
MISSING:
---
TOP CATEGORIES

13
27
34%
14
19
24%
12
15
19%
11
7
9%
10
5
6%
15
4
5%
16
1
1%
9
1
1%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Ant
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Age_2020
0.29
Cmp
0.26
Best Role
0.25
Dec
0.24
Best Pos
0.24
Acc
0.21
Pas
0.20
Nat
0.20
Pac
0.20
sub_position
0.19

THESE FEATURES
GIVE INFORMATION
ON Ant:

Best Role
0.40
Best Pos
0.31
Cmp
0.30
Dec
0.27
Acc
0.25
sub_position
0.25
Pas
0.23
Nat
0.23
Pac
0.21
Agi
0.20
Age
0.19
Fir
0.19
Wor
0.19
Bal
0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Ant
CORRELATION RATIO WITH...

Unnamed: 0
0.65
CA
0.61
PA
0.53
current_club_id
0.50
Height
0.48
Hea
0.47
Pos
0.45
Jum
0.45
height_in_cm
0.44
Str
0.43
Tck
0.43
Weight
0.42
Value
0.42
market_value
0.40
Agi
MISSING:
---
TOP CATEGORIES

14
18
23%
13
15
19%
12
11
14%
11
9
11%
15
9
11%
10
7
9%
9
5
6%
8
2
3%
16
2
3%
17
1
1%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Agi
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Acc
0.36
Best Role
0.35
Best Pos
0.28
Fir
0.27
Pac
0.26
sub_position
0.26
Cnt
0.25
Age_2020
0.25
Wor
0.23
Bal
0.23

THESE FEATURES
GIVE INFORMATION
ON Agi:

Best Role
0.46
Acc
0.36
Best Pos
0.30
sub_position
0.27
Fir
0.26
Pac
0.23
Wor
0.23
Bal
0.23
Cnt
0.22
Cmp
0.21
Dec
0.20
Age
0.19
Pas
0.18
Nat
0.17

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Agi
CORRELATION RATIO WITH...

Dri
0.71
Tec
0.68
Height
0.67
Weight
0.64
Jum
0.62
height_in_cm
0.61
Fla
0.58
highest_market_value_in_gbp
0.56
OtB
0.56
Mar
0.55
Str
0.55
market_value_in_gbp
0.54
value_2022
0.54
value_diff
0.54
Agg
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Bra
0.50
Tck
0.36
Tea
0.36
Mar
0.35
Ldr
0.35
Pos
0.34
Det
0.31
Sta
0.26
Fla
-0.25
Vis
-0.24
OtB
-0.24
fm_player_index
-0.24
Dri
-0.23
Tec
-0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
0.65
Wor
0.59
Best Pos
0.48
sub_position
0.42
Fir
0.42
Bal
0.41
Nat
0.40
Preferred Foot
0.39
Cnt
0.38
Agi
0.38
Ant
0.35
position
0.34
Dec
0.33
Pac
0.32
MOST FREQUENT VALUES

12
15
19.0%
14
12
15.2%
15
11
13.9%
13
9
11.4%
11
8
10.1%
8
5
6.3%
16
4
5.1%
10
4
5.1%
7
3
3.8%
17
2
2.5%
9
2
2.5%
5
2
2.5%
6
1
1.3%
18
1
1.3%
SMALLEST VALUES

5
2
2.5%
6
1
1.3%
7
3
3.8%
8
5
6.3%
9
2
2.5%
10
4
5.1%
11
8
10.1%
12
15
19.0%
13
9
11.4%
14
12
15.2%
15
11
13.9%
16
4
5.1%
17
2
2.5%
18
1
1.3%
LARGEST VALUES

18
1
1.3%
17
2
2.5%
16
4
5.1%
15
11
13.9%
14
12
15.2%
13
9
11.4%
12
15
19.0%
11
8
10.1%
10
4
5.1%
9
2
2.5%
8
5
6.3%
7
3
3.8%
6
1
1.3%
5
2
2.5%
Aer
MISSING:
---
TOP CATEGORIES

3
29
37%
1
27
34%
2
23
29%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Aer
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Role
0.11
Age_2020
0.10
Fir
0.08
Acc
0.07
Pac
0.07
Dec
0.07
Nat
0.07
Best Pos
0.07
Bal
0.06
sub_position
0.06

THESE FEATURES
GIVE INFORMATION
ON Aer:

Best Role
0.27
Fir
0.14
Acc
0.14
Best Pos
0.14
sub_position
0.12
Nat
0.12
Dec
0.12
Bal
0.12
Pac
0.12
Wor
0.11
Pas
0.11
Cmp
0.11
Ant
0.10
Agi
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Aer
CORRELATION RATIO WITH...

Tea
0.27
market_value_in_gbp
0.25
value_2022
0.25
Det
0.25
highest_market_value_in_gbp
0.24
Hea
0.24
Bra
0.23
Value
0.23
Fla
0.22
PA
0.22
value_diff
0.22
market_value
0.22
value_2020
0.22
CA
0.21
Acc
MISSING:
---
TOP CATEGORIES

13
19
24%
12
14
18%
11
12
15%
14
11
14%
15
9
11%
9
4
5%
16
4
5%
10
3
4%
8
2
3%
17
1
1%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Acc
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Pac
0.38
Agi
0.36
Best Role
0.33
Bal
0.28
Han
0.28
sub_position
0.28
Best Pos
0.27
Cmp
0.26
Ant
0.25
Dec
0.25

THESE FEATURES
GIVE INFORMATION
ON Acc:

Best Role
0.44
Agi
0.36
Pac
0.34
Best Pos
0.30
sub_position
0.29
Bal
0.28
Cmp
0.24
Dec
0.23
Nat
0.22
Wor
0.22
Cnt
0.21
Fir
0.21
Ant
0.21
Han
0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Acc
CORRELATION RATIO WITH...

Tea
0.65
Height
0.63
height_in_cm
0.62
Weight
0.61
Dri
0.60
Jum
0.58
Bra
0.56
Str
0.54
Pos
0.52
Fla
0.52
Hea
0.51
OtB
0.48
Tec
0.48
Ldr
0.47
country_of_citizenship
MISSING:
15
(19%)
8
12%
-
-
Spain
8
12%
-
-
Brazil
6
9%
-
-
England
4
6%
-
-
Turkey
4
6%
-
-
Germany
3
5%
-
-
Portugal
3
5%
-
-
Belgium
2
3%
-
-
Italy
2
3%
-
-
France
2
3%
-
-
Switzerland
2
3%
-
-
Ghana
2
3%
-
-
Mali
2
3%
-
-
Egypt
2
3%
-
-
Denmark
1
2%
-
-
Serbia
1
2%
-
-
Austria
1
2%
-
-
Croatia
1
2%
-
-
Greece
1
2%
-
-
Benin
1
2%
-
-
Iran
1
2%
-
-
Netherlands
1
2%
-
-
Norway
1
2%
-
-
Czech Republic
1
2%
-
-
Zimbabwe
1
2%
-
-
Albania
1
2%
-
-
Ukraine
1
2%
-
-
Argentina
1
2%
-
-
Poland
Transfermarkt_Name
MISSING:
---
1
1%
-
-
sergio-reguilon
1
1%
-
-
khadim-joher-rassoul
1
1%
-
-
noe-dussenne
1
1%
-
-
ahmet-oäŸuz
1
1%
-
-
bogdan-mykhaylichenko
1
1%
-
-
berat-djimsiti
1
1%
-
-
jimmy-cabot
1
1%
-
-
gerard-gumbau
1
1%
-
-
patrik-schick
1
1%
-
-
mason-holgate
1
1%
-
-
joseph-attamah
1
1%
-
-
silvan-hefti
1
1%
-
-
marcus-ingvartsen
1
1%
-
-
aitor-ruibal
1
1%
-
-
elba-rashani
1
1%
-
-
kamil-ahmet-e‡orekçi
1
1%
-
-
silvan-widmer
1
1%
-
-
gerson
1
1%
-
-
raphinha
1
1%
-
-
lucas-torro
1
1%
-
-
fredrik-aursnes
1
1%
-
-
hakan-e‡alhanoglu
1
1%
-
-
gonçalo-guedes
1
1%
-
-
dan-burn
1
1%
-
-
grischa-promel
1
1%
-
-
hamari-traore
1
1%
-
-
wendel
1
1%
-
-
sergiy-myakushko
1
1%
-
-
emre-akbaba
1
1%
-
-
youri-tielemans
1
1%
-
-
patrick
1
1%
-
-
jonathan-clauss
1
1%
-
-
abdelhamid-sabiri
1
1%
-
-
fali
1
1%
-
-
falaye-sacko
1
1%
-
-
rodrigo-de-paul
1
1%
-
-
miguel-cardoso
1
1%
-
-
carlos-fernandez
1
1%
-
-
federico-ceccherini
1
1%
-
-
ruben-garce­a
1
1%
-
-
gernot-trauner
1
1%
-
-
marvin-friedrich
1
1%
-
-
nino-galovic
1
1%
-
-
connor-goldson
1
1%
-
-
cedric-hountondji
1
1%
-
-
trezeguet
1
1%
-
-
mohamed-elneny
1
1%
-
-
mitchell-paulissen
1
1%
-
-
raul-de-tomas
1
1%
-
-
filip-djuricic
1
1%
-
-
aleksandar-pesic
1
1%
-
-
leandro-silva
1
1%
-
-
kortney-hause
1
1%
-
-
dmitry-skopintsev
1
1%
-
-
tino-kadewere
1
1%
-
-
andreas-bouchalakis
1
1%
-
-
pawel-dawidowicz
1
1%
-
-
andreas-cornelius
1
1%
-
-
emi-buende­a
1
1%
-
-
andre-ramalho
19
24%
-
-
(Other)
player_id
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

fm_player_index
-0.53
height_in_cm
-0.27
Height
-0.18
Tea
-0.18
Jum
-0.15
Dri
0.13
Weight
-0.13
Str
-0.12
Unnamed: 0
-0.12
Unnamed: 0.1
-0.12
Ldr
-0.11
Tec
0.10
Cor
0.10
Det
-0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Age
0.48
Wor
0.47
Age_2020
0.47
Pas
0.42
sub_position
0.39
Dec
0.36
Bal
0.36
Agi
0.31
Best Role
0.31
Fir
0.31
Best Pos
0.30
TRO
0.30
Pac
0.30
Han
0.28
MOST FREQUENT VALUES

282429
1
1.3%
364567
1
1.3%
160736
1
1.3%
291758
1
1.3%
294730
1
1.3%
165513
1
1.3%
206912
1
1.3%
268670
1
1.3%
242086
1
1.3%
348623
1
1.3%
263546
1
1.3%
237666
1
1.3%
269878
1
1.3%
378139
1
1.3%
149579
1
1.3%
SMALLEST VALUES

59145
1
1.3%
73457
1
1.3%
89733
1
1.3%
94307
1
1.3%
110686
1
1.3%
126414
1
1.3%
134270
1
1.3%
134294
1
1.3%
137576
1
1.3%
138736
1
1.3%
149579
1
1.3%
152733
1
1.3%
157535
1
1.3%
159088
1
1.3%
160438
1
1.3%
LARGEST VALUES

644158
1
1.3%
606952
1
1.3%
529646
1
1.3%
499721
1
1.3%
411295
1
1.3%
386726
1
1.3%
384060
1
1.3%
378139
1
1.3%
364857
1
1.3%
364567
1
1.3%
349836
1
1.3%
348623
1
1.3%
348425
1
1.3%
341705
1
1.3%
340394
1
1.3%
last_season
MISSING:
---
TOP CATEGORIES

2021
79
100%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
last_season
PROVIDES INFORMATION ON...

value_cat
1.00
pred
1.00
real
1.00
Wor
0.00
Fir
0.00
Agi
0.00
sub_position
0.00
Best Role
0.00
Dec
0.00
Age
0.00
Preferred Foot
0.00
Best Pos
0.00
Thr
0.00
TRO
0.00

THESE FEATURES
GIVE INFORMATION
ON last_season:

Age
1.00
Preferred Foot
1.00
Best Pos
1.00
Best Role
1.00
Wor
1.00
Thr
1.00
TRO
1.00
Ref
1.00
Pun
1.00
Pas
1.00
Pac
1.00
1v1
1.00
Nat
1.00
Kic
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
last_season
CORRELATION RATIO WITH...

Unnamed: 0.1
0.00
Unnamed: 0
0.00
Height
0.00
Weight
0.00
Value
0.00
Wage
0.00
CA
0.00
PA
0.00
Vis
0.00
Tec
0.00
Tea
0.00
Tck
0.00
Str
0.00
Sta
0.00
current_club_id
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Sta
-0.47
CA
-0.38
Str
-0.30
Jum
-0.28
Hea
-0.27
Tea
-0.26
Unnamed: 0
0.26
PA
-0.25
value_diff
-0.25
highest_market_value_in_gbp
-0.25
market_value_in_gbp
-0.24
value_2022
-0.24
Pen
-0.23
Unnamed: 0.1
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Wor
0.68
Cmp
0.56
Nat
0.50
Ant
0.50
Best Pos
0.43
Bal
0.42
Age_2020
0.40
Cnt
0.40
1v1
0.35
Best Role
0.35
Dec
0.34
Fir
0.32
Pas
0.31
sub_position
0.31
MOST FREQUENT VALUES

3205
4
5.1%
405
3
3.8%
8024
3
3.8%
39
2
2.5%
276
2
2.5%
15
2
2.5%
331
2
2.5%
2687
2
2.5%
6574
2
2.5%
1003
2
2.5%
234
2
2.5%
1531
2
2.5%
762
2
2.5%
3524
2
2.5%
148
1
1.3%
SMALLEST VALUES

11
1
1.3%
13
1
1.3%
15
2
2.5%
18
1
1.3%
29
1
1.3%
39
2
2.5%
46
1
1.3%
58
1
1.3%
89
1
1.3%
121
1
1.3%
124
1
1.3%
133
1
1.3%
141
1
1.3%
148
1
1.3%
150
1
1.3%
LARGEST VALUES

26459
1
1.3%
11282
1
1.3%
10690
1
1.3%
8024
3
3.8%
7775
1
1.3%
6890
1
1.3%
6646
1
1.3%
6574
2
2.5%
3840
1
1.3%
3524
2
2.5%
3205
4
5.1%
3057
1
1.3%
2995
1
1.3%
2687
2
2.5%
2423
1
1.3%
name
MISSING:
---
1
1%
-
-
sergio-reguilon
1
1%
-
-
khadim-rassoul
1
1%
-
-
noe-dussenne
1
1%
-
-
ahmet-oguz
1
1%
-
-
bogdan-mykhaylichenko
1
1%
-
-
berat-djimsiti
1
1%
-
-
jimmy-cabot
1
1%
-
-
gerard-gumbau
1
1%
-
-
patrik-schick
1
1%
-
-
mason-holgate
1
1%
-
-
joseph-attamah
1
1%
-
-
silvan-hefti
1
1%
-
-
marcus-ingvartsen
1
1%
-
-
aitor-ruibal
1
1%
-
-
elbasan-rashani
1
1%
-
-
kamil-ahmet-corekci
1
1%
-
-
silvan-widmer
1
1%
-
-
gerson
1
1%
-
-
raphinha
1
1%
-
-
lucas-torro
1
1%
-
-
fredrik-aursnes
1
1%
-
-
hakan-calhanoglu
1
1%
-
-
goncalo-guedes
1
1%
-
-
dan-burn
1
1%
-
-
grischa-promel
1
1%
-
-
hamari-traore
1
1%
-
-
wendel
1
1%
-
-
valeriy-kucherov
1
1%
-
-
emre-akbaba
1
1%
-
-
youri-tielemans
1
1%
-
-
patrick
1
1%
-
-
jonathan-clauss
1
1%
-
-
abdelhamid-sabiri
1
1%
-
-
fali
1
1%
-
-
falaye-sacko
1
1%
-
-
rodrigo-de-paul
1
1%
-
-
miguel-cardoso
1
1%
-
-
carlos-fernandez
1
1%
-
-
federico-ceccherini
1
1%
-
-
ruben-garcia
1
1%
-
-
gernot-trauner
1
1%
-
-
marvin-friedrich
1
1%
-
-
nino-galovic
1
1%
-
-
connor-goldson
1
1%
-
-
cedric-hountondji
1
1%
-
-
trezeguet
1
1%
-
-
mohamed-elneny
1
1%
-
-
mitchel-paulissen
1
1%
-
-
raul-de-tomas
1
1%
-
-
filip-djuričić
1
1%
-
-
aleksandar-pesic
1
1%
-
-
leandro-silva
1
1%
-
-
kortney-hause
1
1%
-
-
dmitri-skopintsev
1
1%
-
-
tino-kadewere
1
1%
-
-
andreas-bouchalakis
1
1%
-
-
pawel-dawidowicz
1
1%
-
-
andreas-cornelius
1
1%
-
-
emiliano-buendia
1
1%
-
-
andre-ramalho
19
24%
-
-
(Other)
pretty_name
MISSING:
---
1
1%
-
-
Sergio Reguilon
1
1%
-
-
Khadim Rassoul
1
1%
-
-
Noe Dussenne
1
1%
-
-
Ahmet Oguz
1
1%
-
-
Bogdan Mykhaylichenko
1
1%
-
-
Berat Djimsiti
1
1%
-
-
Jimmy Cabot
1
1%
-
-
Gerard Gumbau
1
1%
-
-
Patrik Schick
1
1%
-
-
Mason Holgate
1
1%
-
-
Joseph Attamah
1
1%
-
-
Silvan Hefti
1
1%
-
-
Marcus Ingvartsen
1
1%
-
-
Aitor Ruibal
1
1%
-
-
Elbasan Rashani
1
1%
-
-
Kamil Ahmet Corekci
1
1%
-
-
Silvan Widmer
1
1%
-
-
Gerson
1
1%
-
-
Raphinha
1
1%
-
-
Lucas Torro
1
1%
-
-
Fredrik Aursnes
1
1%
-
-
Hakan Calhanoglu
1
1%
-
-
Goncalo Guedes
1
1%
-
-
Dan Burn
1
1%
-
-
Grischa Promel
1
1%
-
-
Hamari Traore
1
1%
-
-
Wendel
1
1%
-
-
Valeriy Kucherov
1
1%
-
-
Emre Akbaba
1
1%
-
-
Youri Tielemans
1
1%
-
-
Patrick
1
1%
-
-
Jonathan Clauss
1
1%
-
-
Abdelhamid Sabiri
1
1%
-
-
Fali
1
1%
-
-
Falaye Sacko
1
1%
-
-
Rodrigo De Paul
1
1%
-
-
Miguel Cardoso
1
1%
-
-
Carlos Fernandez
1
1%
-
-
Federico Ceccherini
1
1%
-
-
Ruben Garcia
1
1%
-
-
Gernot Trauner
1
1%
-
-
Marvin Friedrich
1
1%
-
-
Nino Galovic
1
1%
-
-
Connor Goldson
1
1%
-
-
Cedric Hountondji
1
1%
-
-
Trezeguet
1
1%
-
-
Mohamed Elneny
1
1%
-
-
Mitchel Paulissen
1
1%
-
-
Raul De Tomas
1
1%
-
-
Filip Djuričić
1
1%
-
-
Aleksandar Pesic
1
1%
-
-
Leandro Silva
1
1%
-
-
Kortney Hause
1
1%
-
-
Dmitri Skopintsev
1
1%
-
-
Tino Kadewere
1
1%
-
-
Andreas Bouchalakis
1
1%
-
-
Pawel Dawidowicz
1
1%
-
-
Andreas Cornelius
1
1%
-
-
Emiliano Buendia
1
1%
-
-
Andre Ramalho
19
24%
-
-
(Other)
country_of_birth
MISSING:
---
10
13%
-
-
Spain
9
11%
-
-
Brazil
7
9%
-
-
England
5
6%
-
-
Germany
4
5%
-
-
France
4
5%
-
-
Belgium
4
5%
-
-
Portugal
3
4%
-
-
Switzerland
3
4%
-
-
Turkey
2
3%
-
-
Mali
2
3%
-
-
Ukraine
2
3%
-
-
Ghana
2
3%
-
-
Italy
2
3%
-
-
Argentina
2
3%
-
-
Denmark
2
3%
-
-
Egypt
2
3%
-
-
Netherlands
1
1%
-
-
Croatia
1
1%
-
-
Greece
1
1%
-
-
Poland
1
1%
-
-
Czech Republic
1
1%
-
-
Senegal
1
1%
-
-
Sweden
1
1%
-
-
Iran
1
1%
-
-
Norway
1
1%
-
-
Austria
1
1%
-
-
Zimbabwe
1
1%
-
-
Russia
1
1%
-
-
Jugoslawien (SFR)
1
1%
-
-
Yugoslavia (Republic)
1
1%
-
-
Morocco
date_of_birth
MISSING:
---
1
1%
-
-
1996-12-16
1
1%
-
-
1995-12-31
1
1%
-
-
1992-04-07
1
1%
-
-
1993-01-16
1
1%
-
-
1997-03-21
1
1%
-
-
1993-02-19
1
1%
-
-
1994-04-18
1
1%
-
-
1994-12-18
1
1%
-
-
1996-01-24
1
1%
-
-
1996-10-22
1
1%
-
-
1994-05-22
1
1%
-
-
1997-10-25
1
1%
-
-
1996-01-04
1
1%
-
-
1996-03-22
1
1%
-
-
1993-05-09
1
1%
-
-
1992-02-01
1
1%
-
-
1993-03-05
1
1%
-
-
1997-05-20
1
1%
-
-
1996-12-14
1
1%
-
-
1994-07-19
1
1%
-
-
1995-12-10
1
1%
-
-
1994-02-08
1
1%
-
-
1996-11-29
1
1%
-
-
1992-05-09
1
1%
-
-
1995-01-09
1
1%
-
-
1992-01-27
1
1%
-
-
1997-08-28
1
1%
-
-
1993-08-11
1
1%
-
-
1992-10-04
1
1%
-
-
1997-05-07
1
1%
-
-
1998-11-23
1
1%
-
-
1992-09-25
1
1%
-
-
1996-11-28
1
1%
-
-
1993-08-12
1
1%
-
-
1995-05-01
1
1%
-
-
1994-05-24
1
1%
-
-
1994-06-19
1
1%
-
-
1996-05-22
1
1%
-
-
1992-05-11
1
1%
-
-
1993-07-14
1
1%
-
-
1992-03-25
1
1%
-
-
1995-12-13
1
1%
-
-
1992-07-06
1
1%
-
-
1992-12-18
1
1%
-
-
1994-01-19
1
1%
-
-
1994-10-01
1
1%
-
-
1992-07-11
1
1%
-
-
1993-04-21
1
1%
-
-
1994-10-17
1
1%
-
-
1992-01-30
1
1%
-
-
1992-05-21
1
1%
-
-
1994-05-04
1
1%
-
-
1995-07-16
1
1%
-
-
1997-03-02
1
1%
-
-
1996-01-05
1
1%
-
-
1993-04-05
1
1%
-
-
1995-05-20
1
1%
-
-
1993-03-16
1
1%
-
-
1996-12-25
1
1%
-
-
1992-02-16
19
24%
-
-
(Other)
position
MISSING:
---
TOP CATEGORIES

Defender
34
43%
Attack
29
37%
Midfield
16
20%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
position
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
sub_position
0.49
Best Pos
0.34
Best Role
0.27
Fir
0.17
Preferred Foot
0.13
Pas
0.12
Age_2020
0.12
Cmp
0.09
Cmd
0.09
Agi
0.08

THESE FEATURES
GIVE INFORMATION
ON position:

sub_position
1.00
Best Pos
0.71
Best Role
0.70
Fir
0.33
Pas
0.22
Agi
0.16
Cmp
0.16
Wor
0.15
Nat
0.14
Bal
0.14
Preferred Foot
0.13
Acc
0.13
Ant
0.10
Cmd
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
position
CORRELATION RATIO WITH...

Fin
0.80
Mar
0.78
Pos
0.74
Tck
0.74
Dri
0.68
Lon
0.66
Vis
0.65
Fla
0.64
OtB
0.63
Fre
0.60
Tec
0.59
Pen
0.56
Cor
0.56
L Th
0.52
sub_position
MISSING:
---
TOP CATEGORIES

Defender - Centre-Back
20
25%
midfield - Central Midfield
9
11%
Defender - Right-Back
9
11%
attack - Centre-Forward
8
10%
midfield - Attacking Midfield
8
10%
attack - Right Winger
7
9%
midfield - Defensive Midfield
6
8%
attack - Left Winger
6
8%
Defender - Left-Back
5
6%
midfield - Right Midfield
1
1%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sub_position
PROVIDES INFORMATION ON...

last_season
1.00
position
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Pos
0.65
Best Role
0.54
Age_2020
0.40
Fir
0.32
Pas
0.30
Bal
0.30
Acc
0.29
Agi
0.27
Preferred Foot
0.27

THESE FEATURES
GIVE INFORMATION
ON sub_position:

Best Role
0.68
Best Pos
0.67
position
0.49
Fir
0.30
Acc
0.28
Bal
0.28
Pas
0.27
Agi
0.26
Nat
0.24
Age
0.22
Cnt
0.22
Dec
0.22
Cmp
0.22
Wor
0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sub_position
CORRELATION RATIO WITH...

Fin
0.85
Mar
0.84
Tck
0.81
Pos
0.81
Dri
0.77
Hea
0.76
Cor
0.75
height_in_cm
0.75
Lon
0.73
OtB
0.73
Vis
0.72
Fla
0.72
Fre
0.70
Height
0.68
foot
MISSING:
---
TOP CATEGORIES

Right
51
65%
Left
25
32%
Both
3
4%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
foot
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Preferred Foot
0.49
Age_2020
0.10
sub_position
0.09
Nat
0.09
Pac
0.08
Dec
0.08
Acc
0.08
Best Pos
0.08
Wor
0.08
Fir
0.07

THESE FEATURES
GIVE INFORMATION
ON foot:

Preferred Foot
0.68
sub_position
0.25
Best Pos
0.22
Best Role
0.22
Nat
0.21
Acc
0.21
Wor
0.20
Pac
0.20
Dec
0.19
Fir
0.19
Agi
0.18
Cmp
0.15
Pas
0.15
Bal
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
foot
CORRELATION RATIO WITH...

Fin
0.29
player_id
0.24
OtB
0.23
Cor
0.23
Tea
0.23
Bra
0.22
Pos
0.22
Mar
0.20
Tec
0.20
Det
0.20
Cro
0.19
Dri
0.18
Sta
0.18
Vis
0.17
height_in_cm
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Height
0.94
Jum
0.84
Hea
0.71
Weight
0.69
Str
0.63
Dri
-0.54
Cro
-0.46
Cor
-0.44
Fla
-0.43
Tea
0.37
Mar
0.35
Fre
-0.35
Pos
0.33
Bra
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sub_position
0.75
Best Role
0.74
Best Pos
0.64
Acc
0.62
Agi
0.61
Dec
0.47
Ant
0.44
Pac
0.42
Age
0.39
Fir
0.38
Bal
0.38
Pas
0.33
Cnt
0.29
Age_2020
0.29
MOST FREQUENT VALUES

176
6
7.6%
187
6
7.6%
183
6
7.6%
179
6
7.6%
178
5
6.3%
180
5
6.3%
186
5
6.3%
175
4
5.1%
184
4
5.1%
173
3
3.8%
191
3
3.8%
181
3
3.8%
190
3
3.8%
182
3
3.8%
192
2
2.5%
SMALLEST VALUES

164
1
1.3%
167
1
1.3%
171
1
1.3%
172
1
1.3%
173
3
3.8%
175
4
5.1%
176
6
7.6%
177
2
2.5%
178
5
6.3%
179
6
7.6%
180
5
6.3%
181
3
3.8%
182
3
3.8%
183
6
7.6%
184
4
5.1%
LARGEST VALUES

200
1
1.3%
195
1
1.3%
194
1
1.3%
193
1
1.3%
192
2
2.5%
191
3
3.8%
190
3
3.8%
189
2
2.5%
188
1
1.3%
187
6
7.6%
186
5
6.3%
185
2
2.5%
184
4
5.1%
183
6
7.6%
182
3
3.8%
market_value_in_gbp
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

value_2022
1.00
highest_market_value_in_gbp
0.99
market_value
0.90
value_2020
0.90
Value
0.85
value_diff
0.83
PA
0.80
CA
0.79
Wage
0.75
Tec
0.56
Vis
0.54
Pen
0.51
Unnamed: 0
-0.49
OtB
0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Fir
0.75
Pas
0.61
Agi
0.54
sub_position
0.48
Best Role
0.48
Cmp
0.48
Age
0.48
Age_2020
0.47
Dec
0.40
Best Pos
0.40
Pac
0.39
Acc
0.38
Ant
0.37
Cnt
0.35
MOST FREQUENT VALUES

4500000.0
8
10.1%
2700000.0
7
8.9%
3600000.0
5
6.3%
7200000.0
4
5.1%
9000000.0
4
5.1%
1350000.0
3
3.8%
22500000.0
2
2.5%
31500000.0
2
2.5%
36000000.0
2
2.5%
2250000.0
2
2.5%
10800000.0
2
2.5%
990000.0
2
2.5%
720000.0
2
2.5%
15300000.0
2
2.5%
630000.0
2
2.5%
SMALLEST VALUES

360000.0
1
1.3%
405000.0
2
2.5%
540000.0
2
2.5%
585000.0
1
1.3%
630000.0
2
2.5%
720000.0
2
2.5%
765000.0
1
1.3%
990000.0
2
2.5%
1170000.0
1
1.3%
1350000.0
3
3.8%
1800000.0
1
1.3%
2250000.0
2
2.5%
2520000.0
1
1.3%
2700000.0
7
8.9%
3150000.0
2
2.5%
LARGEST VALUES

49500000.0
1
1.3%
45000000.0
1
1.3%
40500000.0
1
1.3%
36000000.0
2
2.5%
31500000.0
2
2.5%
28800000.0
1
1.3%
22500000.0
2
2.5%
19800000.0
1
1.3%
18000000.0
1
1.3%
17100000.0
1
1.3%
16200000.0
1
1.3%
15300000.0
2
2.5%
14400000.0
1
1.3%
13500000.0
1
1.3%
11700000.0
1
1.3%
highest_market_value_in_gbp
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

market_value_in_gbp
0.99
value_2022
0.99
market_value
0.90
value_2020
0.90
Value
0.85
value_diff
0.81
PA
0.81
CA
0.80
Wage
0.76
Tec
0.58
Vis
0.54
Pen
0.52
Unnamed: 0
-0.51
OtB
0.45

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Fir
0.74
Pas
0.61
Agi
0.56
Cmp
0.49
Best Role
0.49
sub_position
0.48
Age
0.48
Age_2020
0.47
Best Pos
0.41
Ant
0.40
Pac
0.39
Dec
0.39
Acc
0.38
Cnt
0.37
MOST FREQUENT VALUES

9000000.0
8
10.1%
2700000.0
7
8.9%
4500000.0
5
6.3%
10800000.0
3
3.8%
7200000.0
3
3.8%
31500000.0
3
3.8%
1350000.0
3
3.8%
19800000.0
3
3.8%
36000000.0
2
2.5%
1440000.0
2
2.5%
18000000.0
2
2.5%
2250000.0
2
2.5%
405000.0
2
2.5%
2160000.0
2
2.5%
6750000.0
2
2.5%
SMALLEST VALUES

360000.0
1
1.3%
405000.0
2
2.5%
540000.0
1
1.3%
630000.0
1
1.3%
720000.0
1
1.3%
900000.0
1
1.3%
990000.0
1
1.3%
1350000.0
3
3.8%
1440000.0
2
2.5%
1800000.0
1
1.3%
2029999.0
1
1.3%
2160000.0
2
2.5%
2250000.0
2
2.5%
2520000.0
1
1.3%
2700000.0
7
8.9%
LARGEST VALUES

49500000.0
1
1.3%
45000000.0
1
1.3%
40500000.0
1
1.3%
36000000.0
2
2.5%
31500000.0
3
3.8%
25200000.0
1
1.3%
22500000.0
1
1.3%
19800000.0
3
3.8%
18000000.0
2
2.5%
17100000.0
1
1.3%
14400000.0
1
1.3%
13500000.0
1
1.3%
12600000.0
1
1.3%
11700000.0
1
1.3%
10800000.0
3
3.8%
url
MISSING:
---
1
1%
-
-
https://www.transfermarkt.co.uk/sergio-reguilon/profil/spieler/282429
1
1%
-
-
https://www.transfermarkt.co.uk/khadim-rassoul/profil/spieler/364567
1
1%
-
-
https://www.transfermarkt.co.uk/noe-dussenne/profil/spieler/160736
1
1%
-
-
https://www.transfermarkt.co.uk/ahmet-oguz/profil/spieler/291758
1
1%
-
-
https://www.transfermarkt.co.uk/bogdan-mykhaylichenko/profil/spieler/294730
1
1%
-
-
https://www.transfermarkt.co.uk/berat-djimsiti/profil/spieler/165513
1
1%
-
-
https://www.transfermarkt.co.uk/jimmy-cabot/profil/spieler/206912
1
1%
-
-
https://www.transfermarkt.co.uk/gerard-gumbau/profil/spieler/268670
1
1%
-
-
https://www.transfermarkt.co.uk/patrik-schick/profil/spieler/242086
1
1%
-
-
https://www.transfermarkt.co.uk/mason-holgate/profil/spieler/348623
1
1%
-
-
https://www.transfermarkt.co.uk/joseph-attamah/profil/spieler/263546
1
1%
-
-
https://www.transfermarkt.co.uk/silvan-hefti/profil/spieler/237666
1
1%
-
-
https://www.transfermarkt.co.uk/marcus-ingvartsen/profil/spieler/269878
1
1%
-
-
https://www.transfermarkt.co.uk/aitor-ruibal/profil/spieler/378139
1
1%
-
-
https://www.transfermarkt.co.uk/elbasan-rashani/profil/spieler/149579
1
1%
-
-
https://www.transfermarkt.co.uk/kamil-ahmet-corekci/profil/spieler/110686
1
1%
-
-
https://www.transfermarkt.co.uk/silvan-widmer/profil/spieler/168989
1
1%
-
-
https://www.transfermarkt.co.uk/gerson/profil/spieler/341705
1
1%
-
-
https://www.transfermarkt.co.uk/raphinha/profil/spieler/411295
1
1%
-
-
https://www.transfermarkt.co.uk/lucas-torro/profil/spieler/213670
1
1%
-
-
https://www.transfermarkt.co.uk/fredrik-aursnes/profil/spieler/223367
1
1%
-
-
https://www.transfermarkt.co.uk/hakan-calhanoglu/profil/spieler/126414
1
1%
-
-
https://www.transfermarkt.co.uk/goncalo-guedes/profil/spieler/225122
1
1%
-
-
https://www.transfermarkt.co.uk/dan-burn/profil/spieler/134270
1
1%
-
-
https://www.transfermarkt.co.uk/grischa-promel/profil/spieler/234029
1
1%
-
-
https://www.transfermarkt.co.uk/hamari-traore/profil/spieler/297070
1
1%
-
-
https://www.transfermarkt.co.uk/wendel/profil/spieler/499721
1
1%
-
-
https://www.transfermarkt.co.uk/valeriy-kucherov/profil/spieler/273341
1
1%
-
-
https://www.transfermarkt.co.uk/emre-akbaba/profil/spieler/278654
1
1%
-
-
https://www.transfermarkt.co.uk/youri-tielemans/profil/spieler/249565
1
1%
-
-
https://www.transfermarkt.co.uk/patrick/profil/spieler/529646
1
1%
-
-
https://www.transfermarkt.co.uk/jonathan-clauss/profil/spieler/175639
1
1%
-
-
https://www.transfermarkt.co.uk/abdelhamid-sabiri/profil/spieler/340394
1
1%
-
-
https://www.transfermarkt.co.uk/fali/profil/spieler/252667
1
1%
-
-
https://www.transfermarkt.co.uk/falaye-sacko/profil/spieler/364857
1
1%
-
-
https://www.transfermarkt.co.uk/rodrigo-de-paul/profil/spieler/255901
1
1%
-
-
https://www.transfermarkt.co.uk/miguel-cardoso/profil/spieler/348425
1
1%
-
-
https://www.transfermarkt.co.uk/carlos-fernandez/profil/spieler/216464
1
1%
-
-
https://www.transfermarkt.co.uk/federico-ceccherini/profil/spieler/163639
1
1%
-
-
https://www.transfermarkt.co.uk/ruben-garcia/profil/spieler/213260
1
1%
-
-
https://www.transfermarkt.co.uk/gernot-trauner/profil/spieler/59145
1
1%
-
-
https://www.transfermarkt.co.uk/marvin-friedrich/profil/spieler/196231
1
1%
-
-
https://www.transfermarkt.co.uk/nino-galovic/profil/spieler/194005
1
1%
-
-
https://www.transfermarkt.co.uk/connor-goldson/profil/spieler/163656
1
1%
-
-
https://www.transfermarkt.co.uk/cedric-hountondji/profil/spieler/198709
1
1%
-
-
https://www.transfermarkt.co.uk/trezeguet/profil/spieler/234189
1
1%
-
-
https://www.transfermarkt.co.uk/mohamed-elneny/profil/spieler/160438
1
1%
-
-
https://www.transfermarkt.co.uk/mitchel-paulissen/profil/spieler/213671
1
1%
-
-
https://www.transfermarkt.co.uk/raul-de-tomas/profil/spieler/162038
1
1%
-
-
https://www.transfermarkt.co.uk/filip-djuri%C4%8Di%C4%87/profil/spieler/94307
1
1%
-
-
https://www.transfermarkt.co.uk/aleksandar-pesic/profil/spieler/73457
1
1%
-
-
https://www.transfermarkt.co.uk/leandro-silva/profil/spieler/182720
1
1%
-
-
https://www.transfermarkt.co.uk/kortney-hause/profil/spieler/233124
1
1%
-
-
https://www.transfermarkt.co.uk/dmitri-skopintsev/profil/spieler/281917
1
1%
-
-
https://www.transfermarkt.co.uk/tino-kadewere/profil/spieler/384060
1
1%
-
-
https://www.transfermarkt.co.uk/andreas-bouchalakis/profil/spieler/157535
1
1%
-
-
https://www.transfermarkt.co.uk/pawel-dawidowicz/profil/spieler/248732
1
1%
-
-
https://www.transfermarkt.co.uk/andreas-cornelius/profil/spieler/203412
1
1%
-
-
https://www.transfermarkt.co.uk/emiliano-buendia/profil/spieler/321247
1
1%
-
-
https://www.transfermarkt.co.uk/andre-ramalho/profil/spieler/175792
19
24%
-
-
(Other)
country_of_citizenship_x
MISSING:
64
(81%)
4
27%
-
-
Turkey
2
13%
-
-
Spain
1
7%
-
-
Russia
1
7%
-
-
Serbia
1
7%
-
-
Netherlands
1
7%
-
-
Argentina
1
7%
-
-
Brazil
1
7%
-
-
Kosovo
1
7%
-
-
Senegal
1
7%
-
-
Ukraine
1
7%
-
-
Portugal
Age_2020
MISSING:
64
(81%)
TOP CATEGORIES

26.0
6
40%
27.0
3
20%
23.0
2
13%
24.0
2
13%
22.0
1
7%
25.0
1
7%
ALL
15
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Age_2020
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
real
1.00
Best Pos
0.16
sub_position
0.15
Nat
0.14
Wor
0.14
Ant
0.14
Age
0.14
Fir
0.13
Kic
0.13
Ref
0.13
Dec
0.13

THESE FEATURES
GIVE INFORMATION
ON Age_2020:

Best Pos
0.46
sub_position
0.40
Best Role
0.38
Wor
0.36
Nat
0.34
Fir
0.33
Age
0.32
Dec
0.30
Ant
0.29
Bal
0.28
Pas
0.28
Cnt
0.27
Cmp
0.26
Agi
0.25

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Age_2020
CORRELATION RATIO WITH...

fm_player_index
0.95
Unnamed: 0.1
0.68
PA
0.56
Value
0.50
highest_market_value_in_gbp
0.47
market_value_in_gbp
0.47
value_2022
0.47
player_id
0.47
Hea
0.46
CA
0.45
market_value
0.44
value_2020
0.44
Jum
0.40
current_club_id
0.40
fm_player_index
MISSING:
64
(81%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Hea
-0.57
Str
-0.53
player_id
-0.53
Bra
-0.39
Height
-0.37
Jum
-0.33
Fla
0.32
Cro
0.30
OtB
0.29
Mar
-0.29
Dri
0.29
Sta
-0.28
Agg
-0.24
market_value
-0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Age_2020
0.95
Best Pos
0.66
Nat
0.53
Wor
0.48
Best Role
0.45
Cnt
0.39
sub_position
0.35
Fir
0.35
Dec
0.34
Preferred Foot
0.33
Pas
0.33
Bal
0.33
Agi
0.32
Age
0.29
MOST FREQUENT VALUES

60484.0
1
6.7%
28947.0
1
6.7%
21080.0
1
6.7%
22620.0
1
6.7%
252.0
1
6.7%
45919.0
1
6.7%
30998.0
1
6.7%
30959.0
1
6.7%
46006.0
1
6.7%
75744.0
1
6.7%
9866.0
1
6.7%
45971.0
1
6.7%
45890.0
1
6.7%
47468.0
1
6.7%
16171.0
1
6.7%
SMALLEST VALUES

252.0
1
6.7%
9866.0
1
6.7%
16171.0
1
6.7%
21080.0
1
6.7%
22620.0
1
6.7%
28947.0
1
6.7%
30959.0
1
6.7%
30998.0
1
6.7%
45890.0
1
6.7%
45919.0
1
6.7%
45971.0
1
6.7%
46006.0
1
6.7%
47468.0
1
6.7%
60484.0
1
6.7%
75744.0
1
6.7%
LARGEST VALUES

75744.0
1
6.7%
60484.0
1
6.7%
47468.0
1
6.7%
46006.0
1
6.7%
45971.0
1
6.7%
45919.0
1
6.7%
45890.0
1
6.7%
30998.0
1
6.7%
30959.0
1
6.7%
28947.0
1
6.7%
22620.0
1
6.7%
21080.0
1
6.7%
16171.0
1
6.7%
9866.0
1
6.7%
252.0
1
6.7%
country_of_citizenship_y
MISSING:
64
(81%)
4
27%
-
-
Turkey
2
13%
-
-
Spain
1
7%
-
-
Russia
1
7%
-
-
Serbia
1
7%
-
-
Netherlands
1
7%
-
-
Argentina
1
7%
-
-
Brazil
1
7%
-
-
Kosovo
1
7%
-
-
Senegal
1
7%
-
-
Ukraine
1
7%
-
-
Portugal
value_2022
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

market_value_in_gbp
1.00
highest_market_value_in_gbp
0.99
market_value
0.90
value_2020
0.90
Value
0.85
value_diff
0.83
PA
0.80
CA
0.79
Wage
0.75
Tec
0.56
Vis
0.54
Pen
0.51
Unnamed: 0
-0.49
OtB
0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Fir
0.75
Pas
0.61
Agi
0.54
sub_position
0.48
Best Role
0.48
Cmp
0.48
Age
0.48
Age_2020
0.47
Dec
0.40
Best Pos
0.40
Pac
0.39
Acc
0.38
Ant
0.37
Cnt
0.35
MOST FREQUENT VALUES

4500000.0
8
10.1%
2700000.0
7
8.9%
3600000.0
5
6.3%
7200000.0
4
5.1%
9000000.0
4
5.1%
1350000.0
3
3.8%
22500000.0
2
2.5%
31500000.0
2
2.5%
36000000.0
2
2.5%
2250000.0
2
2.5%
10800000.0
2
2.5%
990000.0
2
2.5%
720000.0
2
2.5%
15300000.0
2
2.5%
630000.0
2
2.5%
SMALLEST VALUES

360000.0
1
1.3%
405000.0
2
2.5%
540000.0
2
2.5%
585000.0
1
1.3%
630000.0
2
2.5%
720000.0
2
2.5%
765000.0
1
1.3%
990000.0
2
2.5%
1170000.0
1
1.3%
1350000.0
3
3.8%
1800000.0
1
1.3%
2250000.0
2
2.5%
2520000.0
1
1.3%
2700000.0
7
8.9%
3150000.0
2
2.5%
LARGEST VALUES

49500000.0
1
1.3%
45000000.0
1
1.3%
40500000.0
1
1.3%
36000000.0
2
2.5%
31500000.0
2
2.5%
28800000.0
1
1.3%
22500000.0
2
2.5%
19800000.0
1
1.3%
18000000.0
1
1.3%
17100000.0
1
1.3%
16200000.0
1
1.3%
15300000.0
2
2.5%
14400000.0
1
1.3%
13500000.0
1
1.3%
11700000.0
1
1.3%
date
MISSING:
---
8
10%
-
-
2019-12-12
7
9%
-
-
2019-12-20
6
8%
-
-
2020-01-03
4
5%
-
-
2019-09-12
4
5%
-
-
2019-12-17
4
5%
-
-
2019-12-10
3
4%
-
-
2019-10-02
3
4%
-
-
2019-10-04
3
4%
-
-
2020-01-06
2
3%
-
-
2019-09-10
2
3%
-
-
2019-12-30
2
3%
-
-
2019-12-29
2
3%
-
-
2019-09-27
2
3%
-
-
2019-11-27
2
3%
-
-
2019-10-08
2
3%
-
-
2019-10-11
2
3%
-
-
2019-12-23
1
1%
-
-
2019-08-01
1
1%
-
-
2019-09-30
1
1%
-
-
2020-10-05
1
1%
-
-
2019-09-25
1
1%
-
-
2019-09-23
1
1%
-
-
2019-08-15
1
1%
-
-
2019-12-13
1
1%
-
-
2020-01-08
1
1%
-
-
2020-02-04
1
1%
-
-
2019-10-07
1
1%
-
-
2019-10-17
1
1%
-
-
2019-12-18
1
1%
-
-
2019-12-16
1
1%
-
-
2019-09-13
1
1%
-
-
2020-11-02
1
1%
-
-
2019-12-31
1
1%
-
-
2019-07-03
1
1%
-
-
2019-09-03
1
1%
-
-
2019-08-20
1
1%
-
-
2019-12-09
1
1%
-
-
2019-12-19
market_value
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

value_2020
1.00
market_value_in_gbp
0.90
value_2022
0.90
highest_market_value_in_gbp
0.90
Value
0.83
Wage
0.79
CA
0.77
PA
0.77
Vis
0.53
Pen
0.51
Tec
0.51
value_diff
0.50
Unnamed: 0
-0.49
OtB
0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Pas
0.71
Fir
0.65
Cmp
0.60
Age
0.50
Best Role
0.48
Agi
0.48
Dec
0.45
Age_2020
0.44
Pac
0.44
sub_position
0.44
Ant
0.40
Best Pos
0.38
Cmd
0.33
Acc
0.32
MOST FREQUENT VALUES

3150000
6
7.6%
1800000
6
7.6%
900000
6
7.6%
16200000
4
5.1%
1080000
4
5.1%
4500000
3
3.8%
1350000
3
3.8%
2700000
3
3.8%
12600000
3
3.8%
630000
2
2.5%
6300000
2
2.5%
450000
2
2.5%
9000000
2
2.5%
675000
2
2.5%
1260000
2
2.5%
SMALLEST VALUES

90000
1
1.3%
180000
1
1.3%
248000
1
1.3%
270000
1
1.3%
293000
1
1.3%
315000
1
1.3%
360000
2
2.5%
450000
2
2.5%
495000
1
1.3%
585000
1
1.3%
630000
2
2.5%
675000
2
2.5%
900000
6
7.6%
990000
1
1.3%
1080000
4
5.1%
LARGEST VALUES

40500000
1
1.3%
25200000
1
1.3%
22500000
1
1.3%
21600000
1
1.3%
19800000
1
1.3%
16200000
4
5.1%
14400000
1
1.3%
13500000
1
1.3%
12600000
3
3.8%
9000000
2
2.5%
7200000
2
2.5%
6300000
2
2.5%
5670000
1
1.3%
5400000
1
1.3%
4500000
3
3.8%
value_2020
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

market_value
1.00
market_value_in_gbp
0.90
value_2022
0.90
highest_market_value_in_gbp
0.90
Value
0.83
Wage
0.79
CA
0.77
PA
0.77
Vis
0.53
Pen
0.51
Tec
0.51
value_diff
0.50
Unnamed: 0
-0.49
OtB
0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Pas
0.71
Fir
0.65
Cmp
0.60
Age
0.50
Best Role
0.48
Agi
0.48
Dec
0.45
Age_2020
0.44
Pac
0.44
sub_position
0.44
Ant
0.40
Best Pos
0.38
Cmd
0.33
Acc
0.32
MOST FREQUENT VALUES

3150000
6
7.6%
1800000
6
7.6%
900000
6
7.6%
16200000
4
5.1%
1080000
4
5.1%
4500000
3
3.8%
1350000
3
3.8%
2700000
3
3.8%
12600000
3
3.8%
630000
2
2.5%
6300000
2
2.5%
450000
2
2.5%
9000000
2
2.5%
675000
2
2.5%
1260000
2
2.5%
SMALLEST VALUES

90000
1
1.3%
180000
1
1.3%
248000
1
1.3%
270000
1
1.3%
293000
1
1.3%
315000
1
1.3%
360000
2
2.5%
450000
2
2.5%
495000
1
1.3%
585000
1
1.3%
630000
2
2.5%
675000
2
2.5%
900000
6
7.6%
990000
1
1.3%
1080000
4
5.1%
LARGEST VALUES

40500000
1
1.3%
25200000
1
1.3%
22500000
1
1.3%
21600000
1
1.3%
19800000
1
1.3%
16200000
4
5.1%
14400000
1
1.3%
13500000
1
1.3%
12600000
3
3.8%
9000000
2
2.5%
7200000
2
2.5%
6300000
2
2.5%
5670000
1
1.3%
5400000
1
1.3%
4500000
3
3.8%
value_diff
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

market_value_in_gbp
0.83
value_2022
0.83
highest_market_value_in_gbp
0.81
Value
0.62
PA
0.60
CA
0.57
market_value
0.50
value_2020
0.50
Wage
0.47
Tec
0.46
Vis
0.38
Pen
0.36
Dri
0.36
Unnamed: 0
-0.35

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Fir
0.73
Agi
0.54
Nat
0.46
sub_position
0.44
Best Role
0.42
Pas
0.41
Dec
0.40
Age_2020
0.38
Acc
0.38
Best Pos
0.35
Cnt
0.34
Age
0.33
Cmp
0.31
Ant
0.28
MOST FREQUENT VALUES

450000.0
9
11.4%
1800000.0
7
8.9%
2700000.0
5
6.3%
1350000.0
4
5.1%
3600000.0
4
5.1%
6300000.0
3
3.8%
90000.0
3
3.8%
270000.0
3
3.8%
900000.0
3
3.8%
4050000.0
2
2.5%
540000.0
2
2.5%
9900000.0
2
2.5%
10800000.0
2
2.5%
225000.0
2
2.5%
1620000.0
2
2.5%
SMALLEST VALUES

45000.0
1
1.3%
90000.0
3
3.8%
112000.0
1
1.3%
135000.0
1
1.3%
180000.0
1
1.3%
220000.0
1
1.3%
225000.0
2
2.5%
270000.0
3
3.8%
382000.0
1
1.3%
450000.0
9
11.4%
540000.0
2
2.5%
675000.0
1
1.3%
720000.0
1
1.3%
900000.0
3
3.8%
1350000.0
4
5.1%
LARGEST VALUES

31500000.0
1
1.3%
27900000.0
1
1.3%
15300000.0
1
1.3%
13500000.0
1
1.3%
12825000.0
1
1.3%
12600000.0
1
1.3%
10800000.0
2
2.5%
9900000.0
2
2.5%
9810000.0
1
1.3%
9000000.0
1
1.3%
8100000.0
1
1.3%
7200000.0
1
1.3%
6300000.0
3
3.8%
5850000.0
1
1.3%
4950000.0
1
1.3%
value_cat
MISSING:
---
TOP CATEGORIES

1
79
100%
0
0
0%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
value_cat
PROVIDES INFORMATION ON...

last_season
1.00
pred
1.00
real
1.00
Wor
0.00
Fir
0.00
Agi
0.00
sub_position
0.00
Best Role
0.00
Dec
0.00
Age
0.00
Preferred Foot
0.00
Best Pos
0.00
Thr
0.00
TRO
0.00

THESE FEATURES
GIVE INFORMATION
ON value_cat:

Age
1.00
Preferred Foot
1.00
Best Pos
1.00
Best Role
1.00
Wor
1.00
Thr
1.00
TRO
1.00
Ref
1.00
Pun
1.00
Pas
1.00
Pac
1.00
1v1
1.00
Nat
1.00
Kic
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
value_cat
CORRELATION RATIO WITH...

Unnamed: 0.1
0.00
Unnamed: 0
0.00
Height
0.00
Weight
0.00
Value
0.00
Wage
0.00
CA
0.00
PA
0.00
Vis
0.00
Tec
0.00
Tea
0.00
Tck
0.00
Str
0.00
Sta
0.00
pred
MISSING:
---
TOP CATEGORIES

False
79
100%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
pred
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
real
1.00
Wor
0.00
Fir
0.00
Agi
0.00
sub_position
0.00
Best Role
0.00
Dec
0.00
Age
0.00
Preferred Foot
0.00
Best Pos
0.00
Thr
0.00
TRO
0.00

THESE FEATURES
GIVE INFORMATION
ON pred:

Age
1.00
Preferred Foot
1.00
Best Pos
1.00
Best Role
1.00
Wor
1.00
Thr
1.00
TRO
1.00
Ref
1.00
Pun
1.00
Pas
1.00
Pac
1.00
1v1
1.00
Nat
1.00
Kic
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pred
CORRELATION RATIO WITH...

Unnamed: 0.1
0.00
Unnamed: 0
0.00
Height
0.00
Weight
0.00
Value
0.00
Wage
0.00
CA
0.00
PA
0.00
Vis
0.00
Tec
0.00
Tea
0.00
Tck
0.00
Str
0.00
Sta
0.00
real
MISSING:
---
TOP CATEGORIES

True
79
100%
ALL
79
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
real
PROVIDES INFORMATION ON...

last_season
1.00
value_cat
1.00
pred
1.00
Wor
0.00
Fir
0.00
Agi
0.00
sub_position
0.00
Best Role
0.00
Dec
0.00
Age
0.00
Preferred Foot
0.00
Best Pos
0.00
Thr
0.00
TRO
0.00

THESE FEATURES
GIVE INFORMATION
ON real:

Age
1.00
Preferred Foot
1.00
Best Pos
1.00
Best Role
1.00
Wor
1.00
Thr
1.00
TRO
1.00
Ref
1.00
Pun
1.00
Pas
1.00
Pac
1.00
1v1
1.00
Nat
1.00
Kic
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
real
CORRELATION RATIO WITH...

Unnamed: 0.1
0.00
Unnamed: 0
0.00
Height
0.00
Weight
0.00
Value
0.00
Wage
0.00
CA
0.00
PA
0.00
Vis
0.00
Tec
0.00
Tea
0.00
Tck
0.00
Str
0.00
Sta
0.00